{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import cv2, yaml\n",
    "import math\n",
    "import rotation as rot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load calibration data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Projection matrix : \n",
      " [[  1.36218469e+03   0.00000000e+00   6.20575531e+02   0.00000000e+00]\n",
      " [  0.00000000e+00   1.37230579e+03   5.61873133e+02   0.00000000e+00]\n",
      " [  0.00000000e+00   0.00000000e+00   1.00000000e+00   0.00000000e+00]]\n",
      "\n",
      "Lidar-camera calibration matrix : \n",
      " [[ 0.0027076  -0.99995085 -0.00953785  0.00749025]\n",
      " [ 0.02782211  0.00960952 -0.9995667  -0.40459941]\n",
      " [ 0.99960922  0.00244106  0.02784676 -0.51372948]\n",
      " [ 0.          0.          0.          1.        ]]\n"
     ]
    }
   ],
   "source": [
    "with open('ost.yaml','r') as calib_file :\n",
    "    calib_data = yaml.load(calib_file)\n",
    "    \n",
    "# camera projection matrix :\n",
    "projection_matrix = calib_data['projection_matrix']\n",
    "P_ = np.array(projection_matrix['data'])\n",
    "P_ = P_.reshape((projection_matrix['rows'],projection_matrix['cols']))\n",
    "print(\"Projection matrix : \\n\", P_)\n",
    "\n",
    "\n",
    "# lidar-camera calibration : \n",
    "tx, ty, tz, yaw, pitch, roll = [0.00749025, -0.40459941, -0.51372948, \n",
    "                                        -1.66780896, -1.59875352, -3.05415572]\n",
    "translation = [tx, ty, tz, 1]\n",
    "R_ = rot.euler_matrix(roll, pitch, yaw)\n",
    "R_[:, 3] = translation\n",
    "print(\"\\nLidar-camera calibration matrix : \\n\", R_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### utils \n",
    "\n",
    "Some useful functions :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# BGR to RGB conversion for opencv to matplotlib format\n",
    "def BGR2RGB(img):\n",
    "    return cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# project 3D points to camera plane\n",
    "def project_points(points) :\n",
    "    projected_points = []\n",
    "    for point in points:\n",
    "        X = np.append(point, 1)\n",
    "        X = R_.dot(X)\n",
    "        U = P_.dot(X)\n",
    "        projected_points.append(U[:2]/U[2])\n",
    "    return projected_points\n",
    "\n",
    "# draw bbox on camera image\n",
    "def drawBbox(img, corners, color=(255,255,0)) :\n",
    "    image = np.copy(img)\n",
    "    thickness = 10\n",
    "    for i in range(4) :\n",
    "        pt1, pt2 = corners[2*i], corners[2*i+1]\n",
    "        cv2.line(image, tuple(pt1.astype(int)), tuple(pt2.astype(int)), \n",
    "                 color=color, thickness=thickness)\n",
    "\n",
    "        pt1, pt2 = corners[i+2*(i//2)], corners[3-i+6*(i//2)]\n",
    "        cv2.line(image, tuple(pt1.astype(int)), tuple(pt2.astype(int)), \n",
    "                 color=color, thickness=thickness)\n",
    "\n",
    "        pt1, pt2 = corners[i], corners[i+4]\n",
    "        cv2.line(image, tuple(pt1.astype(int)), tuple(pt2.astype(int)), \n",
    "                 color=color, thickness=thickness)\n",
    "    return image\n",
    "\n",
    "# display data\n",
    "def display(top_slices=None, camera_img=None, gt_bbox=None):\n",
    "    if gt_bbox is not None :\n",
    "        corners = gt_bbox.squeeze()\n",
    "        projected_corners = project_points(corners)\n",
    "        if camera_img is not None :\n",
    "            camera_img = drawBbox(camera_img, projected_corners)\n",
    "    \n",
    "    fig_count =0\n",
    "    if camera_img is not None:\n",
    "        fig_count+=1\n",
    "        plt.figure(fig_count)\n",
    "        plt.imshow(BGR2RGB(camera_img))\n",
    "        plt.title('Camera image')\n",
    "        plt.axis('off')\n",
    "    else :\n",
    "        print('No camera image available.')\n",
    "    \n",
    "    if top_slices is not None:\n",
    "        fig_count+=1\n",
    "        plt.figure(fig_count)\n",
    "        n_height_maps = top_slices.shape[2]\n",
    "        fig, axes = plt.subplots(1, n_height_maps, figsize=(15,8))\n",
    "        labels = ['height_'+str(i+1) for i in range(n_height_maps-2)]+['Intensity','Density']\n",
    "\n",
    "        for i, ax in enumerate(axes) :\n",
    "            top = top_slices[:,:,i]\n",
    "            ax.imshow(top, cmap=\"hot\")\n",
    "            ax.set_title(labels[i])\n",
    "            ax.axis('off')\n",
    "        \n",
    "# perspective transform camera image using bbox points  \n",
    "def transform_image(img, bbox_src, bbox_dst) :\n",
    "    projected_pts_src = project_points(bbox_src)\n",
    "    projected_pts_dst = project_points(bbox_dst)\n",
    "    M1 = cv2.getPerspectiveTransform(np.float32(projected_pts_src[2:6]),\n",
    "                                np.float32(projected_pts_dst[2:6]))\n",
    "    M2 = cv2.getPerspectiveTransform(np.float32(projected_pts_src[:4]),\n",
    "                                np.float32(projected_pts_dst[:4]))\n",
    "    M = (M1+M2)/2\n",
    "    rows,cols = img.shape[:2]\n",
    "    new_img = cv2.warpPerspective(img,M,(cols,rows))\n",
    "    return new_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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d1RJ3CixhWSYDWd7BPYC716RcRzitZzyJomosAxliJh3C9cSiufAuDAzoGswFdDka90FY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\ncgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71f0e4c630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f721f473be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+/RywZRb2zfv9TLJhz3mAZVUUZNSsWwLMAAfxgdy9WPcMICEx/9jnvu4Efkxifi68/x7+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\n7JUydxNOdxTjGVf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7FV3oim60iYiIDCnf124NizNwd9Ae2N0S3qfZultpBXt78T+raSu+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71eca7d390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_dir = '/home/prerit/DiDi/MV3D/data/preprocessed/didi'\n",
    "bag_group = '1'\n",
    "bag = '6_f'\n",
    "frame = 0\n",
    "\n",
    "frame_label = str(frame).zfill(5)\n",
    "top_slices = np.load(os.path.join(data_dir, 'top', bag_group, bag, frame_label+'.npy'))\n",
    "camera_img = cv2.imread(os.path.join(data_dir, 'rgb', bag_group, bag, frame_label+'.png'))\n",
    "gt_bbox    = np.load(os.path.join(data_dir, 'gt_boxes3d', bag_group, bag, frame_label+'.npy'))\n",
    "\n",
    "display(top_slices, camera_img, gt_bbox)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Flip about velodyne x=0 plane or y=0 plane\n",
    "\n",
    "While the velodyne flip is easy, the corresponding flip in the camera image is non-trivial due to offset in camera-velodyne frames. \n",
    "\n",
    "* use axis=0 for flip about x=0 plane (the yz plane) : Obviously no camera image is available for this option. \n",
    "* use axis=1 for flip about y=0  plane (the xz plane)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def flip(data_dir = '/home/prerit/DiDi/MV3D/data/preprocessed/didi', \n",
    "         bag_group = '1', \n",
    "         bag = '6_f',\n",
    "         frame = 0,\n",
    "         axis = 1) :\n",
    "    assert (axis==0) or (axis==1) , \"axis can be 0 or 1.\"\n",
    "    frame_label = str(frame).zfill(5) \n",
    "    tops = np.load(os.path.join(data_dir, 'top', bag_group, bag, frame_label+'.npy'))\n",
    "    rgb = cv2.imread(os.path.join(data_dir, 'rgb', bag_group, bag, frame_label+'.png'))\n",
    "    bbox = np.load(os.path.join(data_dir, 'gt_boxes3d', bag_group, bag, frame_label+'.npy'))\n",
    "    bbox = bbox.squeeze()\n",
    "    bbox_new = np.copy(bbox)\n",
    "    bbox_new[:,axis] = -bbox_new[:,axis]\n",
    "    if axis==1 :\n",
    "        rgb_new = transform_image(rgb, bbox, bbox_new)\n",
    "    else :\n",
    "        rgb_new = None\n",
    "    tops_new = cv2.flip(tops,axis)\n",
    "    return (tops_new, rgb_new, bbox_new)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Flip about x=0 plane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No camera image available.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ec6cd710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+TAfDGlBFpurGVzeq+3BU9+FMyxd+3eiazw/KJpGNVN2Ho7rPD/om0ZRz2u/1SZYtCegm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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ec6b3048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_slices, camera_img, gt_bbox = flip(bag_group = '1', bag = '6_f', frame=0, axis=0)\n",
    "display(top_slices, camera_img, gt_bbox)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Flip about y=0 plane\n",
    "\n",
    "Notice the non-trivial flip in camera image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GTzyro6zqXKn5xeqSqt2xRskPh3Wd9fUYlIOSsvBY4dCUvRQ9UTtzLJ71sIEH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ks2ipSbURc957cs0lRcRy5vp0zTs3I1a2gl1TwCfPw/0dh9ORse+asmEYmEPGKIlyPVciYqUm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\nfGCtuc1la+4maGp0Q4eoN3CS+tigRfM3JT/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ec679940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71f09c9860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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B+Ax+v93Auj7PPex7HhTu+mbdcWBheHQMOExiHhle+y5wGolZ1ecxfwewJOYrWLcMH/im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\nAABAAuIOAAAgAXEHAACQwP+U146VPHAZhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71f09c9048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_slices, camera_img, gt_bbox = flip(bag_group = '1', bag = '6_f', frame=0, axis=1)\n",
    "display(top_slices, camera_img, gt_bbox)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rotation about velodyne z-axis\n",
    "\n",
    "theta is in degrees, counter-clockwise rotation\n",
    "\n",
    "If theta>30 degrees, only lidar top view is returned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def rotate(data_dir = '/home/prerit/DiDi/MV3D/data/preprocessed/didi', \n",
    "         bag_group = '1', \n",
    "         bag = '6_f',\n",
    "         frame = 0,\n",
    "         theta = 20) :\n",
    "\n",
    "    frame_label = str(frame).zfill(5) \n",
    "    tops = np.load(os.path.join(data_dir, 'top', bag_group, bag, frame_label+'.npy'))\n",
    "    rgb = cv2.imread(os.path.join(data_dir, 'rgb', bag_group, bag, frame_label+'.png'))\n",
    "    bbox = np.load(os.path.join(data_dir, 'gt_boxes3d', bag_group, bag, frame_label+'.npy'))\n",
    "    bbox = bbox.squeeze()\n",
    "    rows,cols = tops.shape[:2]\n",
    "    M = cv2.getRotationMatrix2D((cols/2,rows/2),theta,1)\n",
    "    tops_new = cv2.warpAffine(tops,M,(cols,rows))\n",
    "    R = rot.rotMatZ(theta/180*math.pi)\n",
    "    bbox_new = np.array([R.dot(corner) for corner in bbox])\n",
    "    if theta > 30 :\n",
    "        return (tops_new, None, bbox_new)\n",
    "    rgb_new = transform_image(rgb, bbox, bbox_new) \n",
    "    return (tops_new, rgb_new, bbox_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EBHIMJWI5uY3tHRitgytJi6ft2hKFWlp+UsOXxpXUgMfIopaY6HKQGZBRwaPI\nxyWxuaT3vdyMGIOc2yWbEiUrheXRjZis3Hg5Yqte6WsWsn4XdJkgXX3CXtEkywDCRPkyK7i6ixCx\n4Wt0qLLGbXSQWcL1zCVgH/aCGecKloU5hTT7HFkhO7aO02u/9Nmp7H04NQ9BDHwz8ThjjVWtOTIR\nZYKhmmBOyVoy9dCa2JLG9IRCMMaokQto5IFdpEJmykbyFeOF+3o+68kjQYNds1noRk/4DhIyVtgj\nHgftwOyEm7zlUJE+LjW47nh4hQXAyt6K0s7NS9rkPwoS2MSJ/QjWGVgmAj2vY14CnMNF11adFlwM\nAMyUKrJ7p3drms7F9bXNtna6PfsB0U4wRKX9LLst2XEZbeflVYLo+clxzt1lUaav2NCkPe+qJMu4\nYcbJcNVKvYR6NrrbRL+LAMaxzp+ZCJJH7jNLND1W8G7EJnE1SyxPocVm3ONBusvre9d0PGOx213+\nU4+6SBjVm7O2U8Gz0OO9d/j5rSd/RdtJBeqG7Ju22U+M42h5hW6gia+gOFJ2nxY78KUPSR6yEEkh\np/SsmpUYTR9DIMttuR+nd/3oupdeNa2+eS+pMOo3IZOjGdn6f4mJy4mmWuaSQmGDIkEkjckKoC2T\nkSbxYLgm1MUrJQMr5HkNmK8Gy2aMq7ljET8dSN06Va0WtoS2uFrEAiwDCl/HX3b2+di8YmR10aQr\nRY6SYY+Sn7Q8yG0J49vyqx8Yy4yiSJmjrcTIdU3PDMah/uHdipgidlbbn7wk4bE/o+Q4LFdyM3WJ\neD1M3ve+7/5EfK3v6wmtN0E6LMZ0tquIy/W5Owtqphpmyc2MMydHyyHQnRgkdtRN550aVv9qquVr\njdxcBXilUd3Du/Ymzkpn9flyYdbnRZ4XMmJWeod6Inxqu+YLiXU6rXpmVp57SasXIaCbMeYs52al\nsJkyUSCd4xjyCUTH1+SQW26g2/OOzRVYuRDjjaAuc5IfOy5n9RarXa+VLNkPmUpvK8OUuLnmwHS6\nrikJ6srIzPIDVEBSr3abJ6yeF3X4VB1BKW5PBZSgqFlykfzB2XZdZbSRhVrbVp/a94zyqCyZzXCV\nWB466IaCurajUaA5g++5B8Fnt548Emyjz8NYPxm7tgavFLiLZWwFSv89IpZz8dHe1Ka+32gPu4hH\njKFncvPb6ofVZ6noLhlKdTE0i/poP2yhNwWYAzAygiO7FWts8W3POLmkg9fPama1g+Y1BV9GBCVN\nWbKR+ogXOACfAAAgAElEQVQ4awZI6fpiPTS2cekrdM1K6R8JyocLtS02p3STTdZE1wUv/bkp0ibn\nCU3sRG5meCgwGpe0FMl00orJp2Y292fazgTaWBZKQ9kpvylIRhovQ8z8pYtwuWZfq7LdieREkW7J\nadUCiATn3/2++/Cl57aefBDMIjp6qdZn699dq2nU1AfU//3qTUPVhwYth7CSnPgKEkZtctxWQ75R\n9UV3SSigimoyWOg7bBun7hreKIR1a/1epamZc9Uugd1VYnsYfIu3+/O8tj17Mprth0Bl9izT1nK3\n9mNsy6/W+qWvuipQ0prHn6UgpvNyDK8+38v5ZlZXiGaPULZdzUZnE082MH+xglbX9IZViuyjuko6\nfe0umDqn5hzHIQRt/dDZvdmjz4Frf1UHFGJ2FxtsF+Zftde6ViUp6gFbcswey1X60XLjvd/5no/p\n+3tfT389+SBolQo9+l39om+mHt6znKIz63el98rd7tR+hAB+6Al/cxXCzYybq+XLBnUz9qDvjZXW\n4CaTtMNHW295pdFip4vCqePQZ7UlfDTqKxTXYuxGddc2u2XTdUVlVSNzg/QTdyRXuQT/NXHSWJo7\nUA3vONSO1uzt9YGhIFkdOiMJP4k4OVZw9SUhGebq0lloycVI51zDm7rWtoLKIrVko5/MSmf3PBdx\nPlULRjVQat+MYIxiqu06yEpIlbkHtF9/rsevYfRlVGs9AoCq04LFJHPyYhyP6rv3muDzW08+CAL0\n9DN4nPr+CLmCGQ9zbiv6DDhGkR9NhLR5geQlo8S1qyZmMvZ8zPKqeL9vph0QFwKtlHujvArU1khj\nLG3j6BuvfqiA0MhGBEgJhlFev2qHF22iuyQdzrFEyl0KGLbb/2DXBxdKm9rGcLWu2aV2mIWImqx4\ny3u/Db7vu8mXr1+Ii9x2ZKv7o+uhuYKYumN2at1CctYYAq+A1qiR8k0cHD34qNJuK+suieVVb+3g\nfRuaAxJUyu6HrNPYKf0OZtcRCqq3qr6rh9VBiesrMzgRcz/SOM/z4/gG39dTXk8+CHY9b1xQRNhO\n30DobyGgIU3eMOcYY900am/LdRNU0ov5QaRLrlGOI2b6/VC4qvkmQiRUyf4qVWkEdhwbNbQcBWK3\n99XPpBr0L7bWkSW1qaA4HI4hA4V+75oncvHE84U1r24oo0wYqvf2Ysl1u930DlfXsTP0uUx++Ezc\nJoYz3EgP3uIP/OB3fTPf8Zf/Lz70wR/SvswocXSsa3JFS+aF8tb55tF5WecYMJvVH1xB17vGKBLK\nbFRtQgy61znqgN0Iv6VAlhP1E4szmtbfEr1mkVBQJRJWMF0scZUtzFQ3PqjrcC0q3tezWU8+CAIc\nY4DXFz42mmhXmR7A1Mv8WIhJJgnd9jaIrv+UqHa6UKGrTWN/BroBwpqA3cHTTOlSMNcNlSg4DJLI\nkn640vBYN5Wt+p6ZMY6LpIb262NJaaClI4cEwp2qWdXEUjKPRLIfuwSi1gBmFfi7Tvny4WGh2OEQ\nHgRv8D1/5Zv4pj/+h/nAA4Q/QJ48PEz+/F//Nr7lO1/ne3/wh/j0t7yNMZzhk4eumVngNhc6dNvO\nz2bbBKH7ljWUin1tOkgVORXzoeRCwOrtLTQ4vALjlHDK7FHaezhYzTbufm6VSfQgaOH4qh8KrhaZ\n04L2/T0q3ngFeb/Upu/r+aynHwStBues+pZQRmCcNXt22k53hrkcTfrGoMWvQgyj0kjqphvhjEsx\n3aqYfmUfl1szQoQ3M0WQvCCc1qOtEQAKVOe5B4N3anxFSD3jGJP1VMT5qH6ngw6O0q11unw1flB2\neWWoJfLuOcpjKIAPF8Gwp8wNyBvDnPd/+7fyOS9OfuBb/hRmr/GZLz/Mn/y9v4s/90f/BB+KB/7q\nD38aL976muqt4zVem2cFvQPjtUXwWAW8ncZ2MB8ykagd3qhwPAo8x+1W40Yft+uJfTbGuEEK6eqB\nUEjwlKg9vVHbgZlqsJHdSaPxCBl7WuH+Tu2fwXYiNy7tmm+C2+W+Pvb15HWCgVWr2r7J3aRVY1gx\nhoVCaD6x7p5KfYMTc5Z7yGJQDaR/K/Y4gmSUBrDYynWzSEzdc35lC196syYVHOZMndQxlpnqsfR2\nc2+/NWuuY7O68Rmj9GxG1uQ89zJEKAYTh5GDjBPzUUOOtiznkRVYCl25da9wIeEM3EMDltL4wl/1\nLzK///tIe8EH3vtu/p7Pn7x2vI3PfcsPYuMzGO//m3z/y+TnvDX4+v/t68if+rn8ol/whZqal+cy\npWin7czzUdo+m5DqYFPMvOz+hnSVXfqwcrkpVrcJHi+TBAVJlTPaEOLR4HaXDIc0wopsmq3prM/K\n7cQ951zIuaU5FuVUs8T5kNzrgc9xPflHm3fxm53KWNd2kG3SiBoXWUEuLmW/q36vux26/rPNORtR\nNUtMtU/VPhRjvGp76gUjc2ypBs3qUo41Sp96MttmX2vymnPR+vlj8gel+qMRKVv6YjbIydL9RZ4i\nAsZ+b6e+O33uOpvKAKuGGkP1Mx9k3vDP/pkcn/VT+emf/3P45r/6bbx2fJjzpfHDH/wAX/j3/8N8\n7jGwfJ2/6/bAhz/4QZ3BSOyy78BqT7uQ2ep+qXbAToO3i/SWCS00NhQoS9K8zoOl3HScFqnnuk6Z\nm4EuDflmpIdvAig36mtC7OozmfU98pp50uUWtxcf/Rf3vt4068kjwSUEzhCao24eS2bX0bxqclaB\nMKdE0248VPBpxDCArBtjRqgQH1JfT3elkZmLWGAF0X1HZ7VFrN5jOtjqZjojK11rwmYqANkNoi3p\n25TBLu/f+sAr67wQDlUDdWfGlK3+7ACZS4+YKHU/TS4vKsc9/lyxsS0SFyFhEUXaOMfP+8f5JT/r\nH+Td3/x1fO4v+ZW8bSZvHJMX8Qbf/IEfwPgQpz1wOFDD4fs4MMPGQcztOOPphdxlgNAzjiVjaga9\nRN2o9gc69GVhFTV4oILdnH08Ub6BY5EfTqxZNCdVovAe1bkR+Sp3lHZ0pNLnWecZVU4uSoH7em7r\nyQdBqHS02rK8AoXarsrayBTQvIGtd5tUkRioGJ+eNXOi631VsE+qfQpIFFSzPe7qJh6um2rVkbrp\nDWCQeZKZPMQu1I/+QBqd1VS2LBIAyrhTae6ZPCJOyOairy1sk2xBdrW4uWkswFUP16YPip9bYL4Q\nF5VycijW20m6eqAzkod4AzuSz33rZ/L6Dwc/9bNvZA5et8/mH/hHfiVxfDaDIfNTyiXa+7mhfdfp\nzUqHN0qb1rNbXCYVoxygq5HQSnM5AywH5Fnw+Cx4N8iY8nM8Lw8PB0tfrY+7z9s0f8TKM9GMOSc3\n8xU0FaghHOZhWNSpK/cgCc1fqdXe17NYTz4IbkRUUom0hS7OENIgophjvcdTNgRKK+v/b4WSSoox\n5yzTZyG4vhmCxFPC6zmLPKn0LQVALwLtQmE10W6SkskUchBxAD2hTH2onZLFcoeBbmVrfWHWkKfC\nf1XDm7kHCzUZ0xWNwzReoOPepKuaQjmZ6PVpK3QvmU/OshFzBVN3GRC4c3sN3hgPMAc+pFvMT/sc\nLL1mQk+wbqXTfncvcG8DdknAnXpYVf9xnYP+e1TrYoLa9NAA+aggllUbXmYH7kKIhWLph9nah6iu\nF9UHM+sa2maDVx0VBe0e1hQGB7IT2waw9/Xc1tMPgg6gJ/0wfTlnEaPL6NRGoRnBQvPymBsqiJMQ\nsyCjbiP1C6N2uJ0essCdJxpNSXdUbMQQqzBfyGcksyadze5WcceDZaIALg1b76ONEgfrPSyZTyoF\nd01KczeyUrcjhypkq9Wu0GXxJYbm40YERw0dMnMOxTkiCv3W+RTBoPR5OgtZDpcTz20M3nj5Bud8\nwI63XUoDZezArq3NmZK0VA1P50sXcIukK0A1ieGaAx0ppxzP3TrYjt09JGpUkKqtCun1b6pr0Rly\nsX4kdakHQD2wKtQxcPUFJ3qQ6vm62wLbk9CQtMq4Dv27r2e0njwx0k/pYcI9CoBdJwPp1Pq1VMBI\nbmWnb866ccfhNS/DuI1R8gfN7jjcGNXEkG5MlyVTI6uWz5jtsZDLJupCyEjQXEYFRcw0E7yOqfa3\nP8fNOOzAQs4zcl7ZRqGWujnl6py177HGZjYBIsZkYguFDSFR0eKM4yhkKaR7WEmtrXtujYPk7H2O\nCWmcoSCpgfEVBB+ZopaMJWM9HK7XT6s0lvW6Y02Xi0fEhGxRdzAeo9ymLzVZvKQycAl2+qxhya0m\nzIksS4aVIZvDcvyxqBa8Fm3LJGOVHQ4WISLZjPHKod3XM1lPPggaF58+6olvkASxxKsVYIatoert\nYXy4S1Tdc4DN1o05hmPldpzBmix3VFCQGFsEixwG4agAxeWGGb7HQC7b+CYheMUE1cVB+/BiKTtg\nJiXs6xC2Wrc6kI4ah9lq42Vy4AaHr+3s7e2HSMtPNoqTtZSbGPG1f+NY58vcePnyJefDAzccK3bU\nLEuY3NZhLfc5LjXTx9q7XS+UryKVGqfth4kEyYNOaBXci+g5jiUxikzVC81U58221boyvsoQ8IO0\nQZrcxce4Kdh3982xBeZX70MvNsbZOs9rHL6v57OefBCsQg1QX/LS540lyzAoTzqHi6OIb6OC4XUT\n7iCxbtBmLwsZNWPppLwLa2DQ6u01g9GjIF0tdZhGPVpbf9We2VhoSfMrWAYA0smJpBkXkmVpIb0C\nx+Cxo8llXojqVFwQWWnirqNGq8+2NYk+ajsxtlTGdH5aZ0hr60je8pZP5zzlFHPUa6C3cZX+aBt4\n1zfV4VEXbmkrj7puY8j12uo4tpfgOhVF+ihd9dDJ0O+S5KUCXajFsG2xWpCt+uKpsZyXYNxdNLO3\nVcOwhAJVz735WCNAe2xrn/v7en7r6dcEFznQLnWQw5ZVvap6RRG4nE28ikAxEzsqEKIbUfMydsAh\nk3G4OlJUICrmsetEXUWqVDClXBt1IykF1sS3gVhIRzKc3m6vrkKaGRHVM4tYYd2kQBXlld7uftZH\n0pZCkM28UrtO3+zsmqV7imGlBjAxdTPbJkgwyJriJomRxlJ2L+9Dat/PqSNwyzVkqiUmIliy+raF\nFmNq/GgWTXOJbkAJk4HVDkRieUhTGJLLZA1bnzY1UKn6lt2llzzcmVlMec8+7vphZo3PDCKqE6ic\ntKn5KLayCWUFM6UyGEOSoX5wmifk7SfwTb6vp7qePBLsRvaFUkoYN0yByFC7WaMXy0lbs/uwSmG9\n0tqtKwSRLnlBCQAW3XKXJCdYluNI3cJdM7q+59qSt+pjrZHrKXY7IC5W1lxDotqhJosIqKB/NUbt\nc6GZwLaQWq/HhMWlFhclq0k5JINQ9PWYm+Cg7OeVPuuYbsdrCuxWbi9O1RSpYBpK7ddR6lo1yrwe\n72FyeDlGI6tR+r2qdxaazoRxaHsdKEdpQHXd6uHgAEmETGtz6Uh3TXCfu6pKZqf+2xFc1/NyHtc5\nr/Mpcem9JPhM19NHgp0+0umwZvTqZhuMhGl6Yrc1/La/Z3UdgIiKPX2tb4ZCV0PI0ceuDw0/6Lmz\nD26aYWtifB8q9RwpxONFjDBs1acoJLEZ1LmQ0zIOWCxvSWrcVj2zGVj3V4NbB/weMi6kM4bQ1gwk\niwFASMwZeM4VLFc6SBM/QsGtN/RyovGb8xmf9lqx1Nv8ABscfuiYhnp3gUViaBbMwLL6eDnxoeFM\nG9EKmVtEyV9a6Cz0JnB76aQZXj6AXi2QagO8DQcmlmM5SuvamtAcm0BJM31GBIc7J1ZZvK0Jfa1B\nVS6+Jw/uT76v57SePhI0yRSCmj5Wgag7DnZga6PNkk1Qv7+IhBsZtG3ToxWTmwnTjaQd+pZweoQI\nkJlKg9fci0qJY1AoRmJci+Qo6U4DruNRn3ARPcjc4YUda7+OQj1d44ONprqe2UX81RbYN2vAcSU6\nAC99nQ0F2CZEWpTchE1WEG7nGTfDPHn5xstKW7fDtXqS59qXVXPrmqyFULsbxA7+2+NQLYVyycrK\nlh23uSbUue3jbQ2hjrc8IgmW+esyZ9i2XmaGDZEjVKlEqfuhMZv4qu2OtuWmdYwSbe9a4uQRQ31f\nz2Y9eSQY7EBAUoJddmSpDoAWoaybrayR9HUWK1pv0A2VmsmRhTLHGDV8RzW+7cEHcyqFO7NSrUJN\nMWMRNfXRMJwzopXOC624G85gmPFynkUIFOrL4GXu/uggpHFMdidLb6LScu/6WNURNR2uWfFYw6Za\n4Ku4U3XHckdxG8x4KMG5ft96zOABw3nteI1444HBIApxC6Ht6D7sRhDU7KlCjEOGBwlj7IfSqAl+\nmhsdQmFFHUvnOR6RP5lTJBeO52S6DA7GGMyHE7hhFutaCRNWrXDpHjVEvVnhM2IpDNycGUkM5dLH\nhWRSJlwo/pXrcF/PZz19JLgQm3dRrgr5sj/3sdHQskwvJLAG6dTTvNvggCUNGVV7m0UY6N4uWNdp\nafW3ulWnQlntq4alToS2XJ3Z/b6S3BxuuzZlSnqPqjGKzW53ZuR757bQUqeMFDsNW2KSs/uWL1KU\nRlSwiIusuh2OumiS5XyTEYucWefEtx4yMwhPXp4n2FxSmz6+K+NqIsgZg9IwClUeJUHZNvYtes4l\n8dGc5CzJ0tVmrOU9HYD274nu7T0pr6EK0C1NooiiCtqo/ihObC4SqZEjwfqunLEfqCCypKf33dfz\nW08eCcJ2jOkmfUN9oXGKdfRL+jazrAuqHSuLDczuSvBDN3/bca33HqRNEZXZ798SENnYJ152Wte6\n0zmTG8b0Zn+Loa6/r/R5BSm5VV/rhM6uUx42EI2RHOMFMR9qa3sGyeN0vu2z9G9ruGjVMljodzjl\nyacHRhbrm40QqXGVF+Z3npOHl8GB8WBNfcCr5YQOasuiv63KUsYOTVYoHR1qYZubFR7j4JxVK01j\njO3jSNlq1ZQlXY++zgzS5PairkAdWzP5Ghug9yUD7HXMPh3oOc3VJWIwU9XnF4e8CSM1c4YAG+qE\nua/nt55+EKyA1PouOphg+DHWcG7Ysg79PVZ9KtNU6EulnqP0a5FCl4ZkIcZoCpEZUyJbmoRshxOj\nZ+x2Ley140ZGiB22bgPLFQDVCaH0l2rXy9SNRqFVKnXNTLXXjaMCqdhXyUe661bZ9rkMHbrWqJu6\nnXLO2Nb1c87SKOr0RD0ohKq7q0VBnrmDbZJ86OUPEXYj8+Wqs3aAUgbrxHzlPFZAvLnqd5nJcZQB\natUSrVFnXVt3MLxIm6qdVmDq/R1D9cbZc0akmpbMpkqRZrtuqVicVWNMmDdOn+saRJ4MO3DK+NYl\nX7LUtZwlt9J5uwfB57iefBAcZU1/xsRIJjWzo5BUnLPqXBUIksXyNRrAxYyCrdkkWQFRQaSDwf7v\ntqWyrhtlIZh6r3NFQ5Lo4Grpy7zIM9zJuundnYd4AGw17FMpaZSs5vAaxUmZLFDSE4GVJepYN3ju\ntHnmrECcVfcSMp1FHvjQoKcjbQ1A7zS7Ko0KPNW1onroS2KqXucF8yzhhjMtFxmkVj9V5FaJIrvm\narx2O5iF0o5y5OmgvwbS124McwWiPteuv8+p2u6c3c+dInTMYIowcZ/V7z0LFdZXoM5dulUZIlXj\n9RusLKFtzzYZtVLgHnZ9X89uPfmaYFbRuxvrB6qxtW5MLHENAQ+xmXizlAO/Gpqi2l571rkfchjR\n7bHRA2VPXwjTfKgjpIKfWMclGYT6HVN1t3AjPNWfGrP6d0/JbsbYn1HIIrzT03yENq6McKe03TaG\nD27FNmtfJ6MCfOA1x1eI0TFuLnRmCacVAq0Hh7SN45G2T3OpjMPg9Q+/rO4VWwxzd+/A7sCJGqu5\n6rEumC3WuNJUl9ic0jlemfp1XgrJVRtL1fnU9x0pZLzqi5f6ZDP1hxUJUyWM2+i2vccDoTpF7wdq\nPwCtUWn/PURa3caTv13u6+NYTx4JOqN43rG7JzTOiG75kl1Sav5t6mY/fBAxYbjSsDkfPchXijoq\n1VmaviJFSnIillY6uzwCn1lGpaV3G0fVtpSqzQj1GdcAJBk8dM1pMkK6ELWmqsvCKpW9uepS3aVC\nKCBYGSDcXN5/06qnJC8BhiH3lxJbD5M3XlcL0pIBnP3ZKBB61deqlqBOFnOOUSkzNz5teA1Ickai\nwFQory3ErEiVuJhbuOfjoHNsRxd36QMz0TaXRm8z6kqHVeebMVW7bMH7Kh0ENyumeQB5QLxcSLE1\nlmKke1ANVeMdBBOLsgirfTO7SI+g6pGT3dlyX89pPflH27UY3TW+6Vu/NeOsJ3URAEYhlWJvM/FK\nDWUrl+tndP5V722D1XEUYiwg4LYHtptffu+udNbVxZFkzcotwU5sZZmbc5QlU7rmHTvlg2jFMqP9\nPcqxBgsFcorhPZIcbQcfSjSt2N2QW4xVfcyajEGpbFbgaTa464OUJ6O4lGpz6xphJMftwIkVcKM7\nRkpahLWTja7UIOmpbH1eHDHPPfi+A9hxHI/Yc03nq/rnFZXmpWOovxcdzN3W9c6SMJlrOp8/yhKu\nqFNO15Han5mpsstNc2SEBgftCN414Ea+9/W81pNHgnY4MeWm7FUvG65e38iT4yi5iEu6su34L43z\nqaL24b4s11tPJ6TR4zYPBiHk56wbOxnVSyxE1757oNnAPT9YPoVWQ3/ARgFKo+aeyK5LKS2YyZjA\nW8bhuQNC6MbEWfXNXB53+hlVDzwjsFH9s8gmrGuXVD+tzCQoZNS1xpAMhgM/DjGuZ26NYsq2azLx\nYxBn1NjLXB5/8kJsxKXzYym7LKjA5GWQgJMWWMjc9TzPGtpnmAWezkm1F5bcqckZncAmmdQt3q9L\n2Oc8Q/NE2nQjq7Za53UC5jc9RDKIdMZRzG+kJk1bC8dvpcXUMcYdCD7L9eQfbcIyQ/W5VI8oUDq0\n7gnWq9pYRoiihhgV8mhatDV4QgX1OV37odNHU01tFGIqhpIKcHtAkmmEo21Rt4a1+/IAtOGrGN8u\nNXrvBS21NVbkloUUiRGXgAsQAZaTw3YXhJhWBayWW6/zM3bHxe5jLrIFx8atAntiaYWCNzv74sUL\ncD1o0hLaYf5iXT+qnU2IVCWA4yYm+zZG1dcSUiMwx1DqfhxHeUXCsINpu1NHm/CqKQIulC0kKwPW\nNPkcusucdeDr33twVS4XHi9pEnYy55Qpb5Ub5iy5lYt+63EEMp4QEuzrfl/Paz15JNgMptjNUYyt\naUTjuGlYtx/VIyx2NE3SiVEBMvLEswv1KRYzZZWVEQRwHM75MGvMY5B5oJsCwJabtdDTJgMUXKac\nqrNStJbqQM3/mCuda6Ta74UmA9RlYcZ2wgHm6FZBZwqzIYv5SbeL+bA1gc+GJtAV542ZM0swXXTQ\nJl9S5gOKBUqJI/IRmj49+fDrb5A1cgCT2WkjNKExsGWfv6qQ+Bjg0mDi5QyeYpP17+AsjZJn8poN\nHuT4ULIeMfIzFHkztuidcvK2qo1KGJ9LqLi8I6vnuaCr3hdjffNfAGEqEPQArWEHMU89SMYh5trg\n/d/9vp/Mr/p9fZLWk0eC7nIeGYeK00JvcByH0Ie3kZYQo6aMnZKPdE2w9GjdAL/MCCxqiHrCjOrY\ncMwP5FLcHRngNpXKmVBM97GmbymF2qsgalzk9Rhgi5YxW79fyFB7dDlyW10KXixpVF3vOF7QHnw9\nkxlXO5qlUrp2bW694lDPxgqAy2llCIkusOksJ+/DHW7G/PAPV5dLETXrnHbNLh4ZkkIhRLPV+y1S\nQun3DYcyc9jIUG7P47Dy+6uZLxWADH0PWi2wXF+qXqizZ1Xa2GLygW1PyK6hHiWvwsSU1/l3P+pc\n11AoG2QRQZbwHe9578f25b2vN8V68kjQHfKcqOldMyTE3k0wZ2Q97bNaq/JguHRfSlIncGAjYI6K\nF7mDUYZGV+auzxVRSuTEymDTGIyhtjdizwxOYrVdYan9Ccl0qH2Spk5dDRaNbNsCvwJvZgVz8eBx\nSlrTurkOCtAMqo7bQumh0HHQMz06KHdsanHwOPQQOM8aHpRgYdgQQjYfZDyoBdENHg4e5kvMJ+3o\nmHSvbtIdJsoet2ZxDNfDyij03ccqSRBxVODxJaw2emqgSIjzPJWeRiF4FPAkxSmn6Q6o2CUYylln\nd41sY4dzCk2DpvxlSWIytZ8KqkcNrVJ3zSTww/ib7/3On9Tv+n19ctaTD4LgHIfJgqlQmaQsvm6C\nbpQvD4Ctp4vg5oOziuBuXfSeq373kLMC5UZmao8bhW7KaGG2zTpodkeRL2FCnXXzX22vqFR2jcME\nEQwh1NGFfxAL3kPBZRqg18+qiY0ogVDsThir97eEo+tgubSPCljHoSHpndKDIReuQrttV2VwzioJ\nHA5z6jinSgdkWYwdBxYl58nyW8SWbdkxKlwWO622RrW3WRre7W2mdLxKkEq1ExgpQ9xCgm5dAtiB\nMHMyu8ZXKC9qJOZC5nVMtM0aY7Urrt3rmcclu+pg7H1+8iBRZ9Jf/xvv/sR9re/ryawnHwQzgtNQ\nfSmLtqh62mAQHoWu0Bc6S5dHwqg6PcZRwmjVB03/9g6WKe/AFmajmqIthCkNmivHXm1fIMOAncam\nUuUKFlkF+nYmAdvHMBRkzNr9xNdgpjDv7j0JgxPSU3XCUfLoLGPRil+T7WYj5xj94TChRRDz3L3K\nw2z3ULsz58kyM6i5Kzcf/NDLHyIfuosil9vO7sapoJaUmrNY3ANu7hxjMOfD6t2NEMOca67IsUTO\nNkNdHEBYM/QXyU6dafMDZnBzMfzNlh8mf8Ou2XJ5X3ed6FLEuk7yK7StGNB4OTJUZjmt1QjJd97T\n4We5nnxNsJ1V9rJ1U4h1FV+olqlmB4XgVj2NqrktAXS5Cme5+Q0vMkS1pPBKNS/zJbxT0Tgll2Fr\n1azcnscYtDLQ/eConlTM8DEuaNFJHnAv5pLNtE6Sm0mbaN7dHO2uUnq1CpzXbgk6rTZNVztcOkQG\nhP/a9GUAACAASURBVMmMITOxow0SSm7jCeXhZxZKrZMie+DTby84M8hRJEQhzEkbu/Z+5Org2Po8\nSU1sODkkjxm345V0/cQsqQkF2NC4AVJJ/rrWsLSDYzxmag24mXqSGUd9X3Tdi+de22vn7N0NUtP5\n1r6DWiXr4eQljMf58Ic//An6Vt/XU1pPHwlWjewhzmIGpfnzGtnYEplc/zNyySMmR6YQH0Jnx3GD\n0n6lnQx/AWZCQp1yrdaBXL25mKQyV0ZXqag0fhrsbjjHrlmyzRJ6qDiVxruNqvOh3Cs0avKFVReD\ndX9tkO25l6XnznN1cDQdfRQ6NFTLHONQbQ4jh6vrpARAZ6Xat0a8o0gFdNjhxpjqoHk5p0Z8pnGU\ns0uYF2pWXXFa4jjpUaSKRM+HS36iHt3tCtMmF5HJGLc6j0qVLY3ogUYXqc6jWSuheSk5fA+6z5I6\ndQ9yKUGPMQo5F1tcLXCdjteXiDQZWqxhW1dhdrL36b6e3XryQXC4gWsu8JxZmrKSq2Xb6jcb2OmU\nBqD7mcSAG4f6eMua39zwPMAqYGQbCZT5aQ7eiJfVV6yAm9E9x3Ptm5BO1ZCqNqU6Zc/wKKAdkl5k\npZDuoxDklth41f7UCrYDb1hZvdNB5yDzBiUrBsg0SVNSqaLNXPVMs8RT4mm1yG2j0PqPenCYhjqb\nlQav6qPjhRykMxXsTO7b8yKpOcyZHgy74Z7cKgACe1B9CoHPWXIhr/fNBxgv6sGkuu6Lw3l4eFCB\nt3WN3mRSBScP1Q/bMg22ZpI+l8281zUrKZAKx3pIyfI/8DCG3VQfLvTpxaZfPRTv6/mtJx8EbVnN\nL3C20i+Gry/8rGB1lI2WG9iLUQgnudng5YwlTBZqlOV+5GT4KEIBJpMXx2sqvs92n1F9cvgQEun9\nQ7KNJdIw1S4z6gaqdD4q3bu5SJ5g4nZcgmH3z7LGTyoDb4eTYsp1q+Pc8Epz9UAoVGrNbNsKOhlZ\nc463Q0qmVd+0l/PYrL7crnWqJ/jFMfAh8TXFXx9mRJjKCzYZhZQOG49E1NAIcDLMeTlPmT4MkVmk\n1QPmgbQDj4lZ8BBJFuPuA84p4qiDbj+wIkr/KDZMqC+znHaqxS8qP6hzqgtWYwEqyLq1C8/JoQlS\ne15NEz4XZHhfz2s9+SCY1duaJer1ZvrKmw/AhmqDknQVNquCfa85T8QjqG44qcgaZX6AzAcUQFtP\n59VCJgRymKp3Dy7JDEWaJHa5SQLzwRln1cjE1rpTKVahsCJPpEdTihazBseHWO+k6oHpCnUVYM2S\nKKkM1lP3JOUZtJ4wt1SHXJIilmUUdKpJpbCZMl2wPu+ZjOPAz4lnVJkhObOn+yooTocbA/fAj5s0\nhazsn+FHpfQ15j3LHj8mxq2Qsh4Ys0BbYsychYqrhlnnD9uav7aDKGZMqXMj8MwaCVAmE9EPLasH\nmq/zyZFrJEE/aLMxpl1GKNzXs1tPPgi2bGUcoyQQMlM9NShYQthLKhnVwzpMKeIZbaVeLOMhNjgr\ndWU4R3QqrBv1nCddWPfqRT3Ps1K75EgFmihkZes+LMbUZA4QVcdsdvgseQrZGr0K4i3p6Q9qF+X6\nvf5zrFRNomuWgUIyyawOFhzsge2c4q2Lwf1gTv2NMSr4aDDTLN3irTpKClzx8GLw8pwaFWBCzYl0\nJBpypal0aif0Elnb5UFSKKrqn17yHcluSp5SD4s5lfZ6So/Z7Y6+apfqGZ/5gNkoIopNztNyI5TW\n69uiv0xd62WOXQGwyx1RTHnrC6+tiuo9v9cEn+t6UwTB7Jsyqo7VzGIxj0aK+FWGTJtmmUlaM+eJ\nm/Oinu4aXpSM0sflBpWcmcrBcqqBPpUGL+unZhFJ8F2PWm1wpSEUevFFAhSxSyNBbzssWCnqqLbA\n7oFRDNAwp5gyMcjctvTiQJXGm293aBBZ9PJ8KI2dUteIE2PgQ0GpZyfvdj6rGSlNsgixclZ9rU5y\nk1MAdviqYcoo4VrbTPwYeBrTTui0sgKkBcsAN0JC6TOjAlX1IpdG0Lwtu8BzrIyg9ZQV+ujhWkJw\nLRcCEAqWFtMvxyx0mdQxNeFV7+txADxSKNzXc1pPPgiOKohHSV4oXd5AhgSgG8sPSlZRaS7tjNVE\nRK4neuOFYQo858MU8AuhNk0mk4xmQLk+I7lJSV7y0mO7XKjNhGLK7cVKtqFgJcIhLFannjpg5vL0\nsyg214slLSQZ2b208yItUVobOaV1TlsMKOjmvd1u5JmsORtmFXROtafFY3uq3T7XusvkrW/9NEYj\n13Z8SdBM4XJoMecwMNOskJEJfhSjqoCrBxeMuATdkKZPfoH9oDFyJJyG2VQpQpEPnyxLMGgSxDpD\nJmJSxl/7e9FBfkgONctFqGvJ+pydTeib0WMRagphBfT7ep7ryQdBdTjZ8oM7LvW3tlevlg0Flrph\nogrlrY9zyiUkp1K41PO/pS0A1DhPTzGIVhZVXm0EDz1Hd5Ez3SHSdbZOr3Y380KIF5lK23tlyhjB\nswBuOxfXvIyrxlFsLiuAmI1iciWtwcoxpu5V68BSd7uBpEK5zQh2B0a5PVc638Ej0nj94XXJcdyw\nkIlqd7qIkNa5d7ciH2RIMXjAcs9YyZRcJfIs9GbYTcTNmElUkO/arHu1tGUS0TVh1SRbLpNFChmt\nDjiWTGitks2QlSxXC59AbiO+rSPsc7Jcpxtc39nhZ7uefBDMeImbBLAzxcRmpWnZFZ8OSJ2mWQG7\nMhcVCGqRcOnAQqglIhidOjWCNFtzTLDdzN+i7Q4suuHEJLS7DVWvwzTHYgxf+5RenSERXO/UyHJo\n7hrgODRHI2siWs3EvdaqmixoKYikOSXuXahUbim2Ap5qmF72YUkx26kukYhJ+ig0q4FUMQ6JpdlB\nWedAyFYnOjhumqn84mgxtEB7m5a6oJpcuVG9svua83Di5Uv9O9U94nZFvlUPJKt2oVpitg0k+5h3\nacPAT1mPLVs1pdpjDHkaVjRcfcbwqA45y7X6Ieal7nhfz209+SDo40UZW8q+ftW9rLR5MVd7m/wD\numdU5ILqSaWZS1uzQii5iTnlPSNMERElAdEsi+iBResmaWv9qCBcaRyswUHiEk+iS/POGgiflo/S\nuZmBHwfMXKSEUuxu5M9qU1MK7SX5ETgt5OZyiVntZd6kRAWqGgJlU8FAHStqB5uhLhdZ12vC3XD5\nVnsm8ZAct7HsutRlMzW61w9yTsZNlVEfzYJL09kBZTv7CX01yh7F3L6c27RgXTpW6/UjfSHGstby\nqt1Cu8pkkSqSKhkHVdAs3WObJQiBZ9UGb3YsYmj3XMuya4bIFR93JPhc15MPghrOc7mNKo219ruv\nG9rwsrUqOUlSUhEDdqtYy1J8fT4LBbYujESzeZWTiqhok4aWhxTqSKrftmQ0DylNoaVSt5aiuLtG\nWdaNTFatD1rlWwYQFVCzaptWnR3I6aV1cj7aaUaBdzKri8YWKvWjaqRRhqodOB0I1Tz1rMgqM0Ca\naoar3mkDOx9wVUcLQVp9c5SGj6G2waMIo6zAb8OWzhJ2MOtzFiFHGExuP0LBnf4WxVHT+wbloG17\nWJJBTaDbkhgyLw4zZbZAP6RgdH15odq+DsaqFpdetP0nrVLn+3qe6+kHwVfkCjGq7SkrIHpieVzq\nO4UIzRbL2WsMpblKmWzN3zWT7k83Qqz3RpyFGHKxvN3DoG2o9nh1fz5c5PLLKeJG5SjdnHZBE1ks\nK7HLTV3PagbVh+Q+PoyH6qgQGoYeQj5K+ydD1wrSFSSEaosgskPDk0I7756cU27c1lb0bVc1am4w\nReLEqWBA2Vq1HKfY32HGizEkjal0vIdRmbXzjy2j08MUHGUtZuvhk9bjQWMPX18ZeI3cuiBzPdAO\nhadmdGu/hg/OGrvQEqRJyqj1kE+gm0Ts7VLTDxT1Zus8y+iiTTnu6zmuJ68BHeZ95650LxFiGkME\nB5QpQpEJY3TbWurGJLmUsyRXSc007pv0KBmEDWos5Cw/pR403gYGGnFp1Rd2lMzmxGSmWrZaL3w3\n4I8xxMrCini5tHvVClI/AXvaHHCUgesoAHe4ZOHtiHJWGufkaodrkbaTPKSIn1HWX9qMkLB4mFyj\nNtcQpq5/+lhpeBYi5vJQGodxM7W5ydlaiHuMAUN2+AOl8H08y2C2rMyW8qRS+DShvg7y19IB8CgY\nHb4NLtocQ6ROIWP2A8Vq/4Xa+4tQBqsD/ZjVsatPW73IznFPhZ/1evJIEAM7oPVvR4toq0724nix\nXJ6xWE1l7WCyNF/WT/4euqM2ssOthMZVT1ota333p262UYX66uUamKzsW5ARkrUs+y2/Sdvn0sAV\nl7LqlcNv0O9uzZ3ZCjpdsD9olFRpX7aZQqGbKPeWrHGfVfSfeiEjqWPMbg0WwrHS9AVMgrAyYWgN\ncSRjJsdrN/XTWJ+3XL3aVgSGGbx4cWAZnDGFrqqccByDGV0TbeG3kHREaTwTenD7fJDTjNBXmUww\niryKGmPQdcNc180Y0jISkumckwevKZz9oHS16/lgDcfq8NZ13mPIfy2HyLMcMNMfPUTv63mtpx8E\nPXfR37JBYZESSlXSJscYnLMs5l1iZDtTgaocXNJZKDHWzVCpYMs+BOVWh0C7RkdPHaNY1ZwVlrdm\nzwwsp9LKQh/diZKpntsOsAvRUtKRatnbpgq5A+pw/NLS1VUwIzmOQYQ6PhQcJSCOc3IcB8OqlsYO\nhuMYPMxKO00288NMRVQqNDu8yJt+VW18ZlkT7cb67xfH4DjgGAfzVP+ze/PkxpLqVJ8yJt3mGy9P\nsh9aZQo7RpnVWnJWu5+RBCcxhlLnSG6lDw37/9h78+Dbsqu+77P23ufce3/Dm8ee1N3QatRICBmJ\n2YAQLsAEJ1CUgqv4gyqwy3YFZ6hKqCKpxPkDk3JsJ1WOnXLZZQi2ScJgImKMLLAmhFCr0Sx1S93q\n9/rN82+64zln773yx9rn3KcEp8oJQk+vflt/6HX9hnvu/d27zlrrO1n2sWomIXinqNprmVHqKpBS\n0Ux77MbpFNQXsMxuAk687UWdJxIR7wjqSF4J2N9urRY/PA/beeCLoC3Qo33oyhKt3ztRPqyu0C6A\nsgLP612bmPjf2xCLpkx2a0SZ+3aHUhZoecib9QOtzLk8kJZ7p+Kex2bjrpITiBZzVhiE+UboXY+/\n1hUxtCG5t90qHa4Tc4+xY8XbWsZ8X/5GIYBT0NCBBmI/N6oqA0PuoxGloXuMppMtxaTnXiYx0CUU\nZ57kE77awHmPEhCJ5TmZ1C14sR1oCaeqHER1hbrp0C5ZkfMMA7EUl+7CRe9fgAI6mT7aiRAkE7Nx\nPb2oeQuW9UIsQFbxfAExSV+/z0PtutScF+gzQshrkwWj/olFlRYeYJaMw1s+tMYB1bYb49o96PA8\nXOeBL4L9+Cc2DWGOIesdUVlTkbLig73ZUyroX8/rc9BLpvBFDpZtF5ZStK5A/fCBsexZu/trzrgK\nkno8HvrdmtheUnOvpXWINzv6nHuUUqB0JuZYY+BAr3k1snEaioGqEkIJWNLed9Cer5YOz0ZAy1Yx\n0rft+VKKeF8NcjbnrNgkyeYoXZxoCknGQt2dHyR41q32ChzWYEZKqBbj2WguPBoMRKq9UWf6gCpX\nRtSUEmRbNYCUNWgm517rrPjcd/NKLLSaHpFOuY8XyCQLbP4ScKwXKxroYbtfV/rjLBlVZ69NKeq9\nn2MfvLVWmpR9r2aCD0hO4D05poGU3lOlBmeHw/PQnQe+CPqCi/RcPCm0lJ4onGIklFhE+g+Y7/XB\n9iGkDFVWtGw07IEN280Zcmuob6YXCWjK1OMRtQiL1ZLkXOGvlU5UUxmB176CYMVDsyHNwRvlwq4s\nId7MH5xS0N8S9djvA0vH1qM3ooW2MwQ79cFKZv/ninVVkGD0mb5zimsk1l4BRy19MSwsZwFCIJXn\nLAV86fW8UTMhGD8wambsi4An2+P6QtUxgrR1tyFnKh8sShNsX6eFQ+nsd5m1mNKlSCrPzxIA1uao\nmaLaKMU45kxVgt9zoToJwZJBxPiC6hTBvBZTeUKDAsT7EkRlC0kR2+sm5/CaicVdWnP5mzoGYjXA\noY/Mw3se+CKo93UI9DuyYnGSi5RKpf8gFfqE3k+N0YEXpnkdtG6FKpWtuUN8kZYVTl8vY+u6jhao\nvHJkssHBfF4AhuIBSNlDipZdYR8DapSPnubhpVA5yATKHqxcRwhhyP7QlKnLh1/VD51Mz6Mj9+N/\nNMNZBJcKshmsmGjS8qGPIG4YYY3yYiCKKS4UXLbRUc1DMGbbCToHPoNUkFnhPQT1xGhRARZNmqlD\nRVWKec5QBVeS7GTYt7ryfPv9W5dTifIwFZAMdCc3jPOub0cpSHL5Xb7YmRnMDRKLfdjw2lOKLgNw\nZDu9NKhWcg+cidhz9K4Hl62jlELELjxGzxrNPzwP33ngi6A3WPdLuHg5R+vGejoG2G7wPlQYMdCj\n18F6dSQPPudigyUDqfb+QHTxfugdGR5PSXgOlkvLCskF4RQoVacYHJTRr/c+VCEPFI80/JDxEikg\nhxkQiAs21lWBmEznbPw20y/nMqriDJQBY/CICskqJkK27gazour3lwzFyLpGBqSXwZtxiADgPv2x\nd8TOvp5zJvf0GjFFS3BhzdkTK2ad5qFjR2Sg+KRSt3Is29ss9FiDUWHWMjiT2ZX0N+0J7vYcc0HY\nQ09yHuR0zhzCySSxzt+Xbjvm0vlSrsn36prCGMByWcCKn2YtyH7vVsPao/DwPHTngS+CtqvKUHZt\nHiku0Db6qfZmpzKE/2gymyjzPdUBWXbeOgPERq2+q/RCGd8KlSabfrg3CZA+W2MgRntQM+XUvkBk\no2aAjdTW1azDm9DiYVh4cD0x2pcPe/8hFLVdpf2HrBf45ffaa7ImQ2v5AOfByl8JLgygCGqOyd65\nMkj3NBkr8N47cuxlZ+Yt2Oc4a4nxVM22Jujdo0UJweE9VN74d+pszLR1QUG7XbZkP+8NXUdJDlIs\n8QeVgzabB2QJSKd/PE0GEvWmEv2FlzXIUGjLDWCdGeeKmsh+LuZ+J9rzO4PtQ41sWig2PfhVOIzB\nWTQDZeeIDkTyw/PwnQe/CHohJ2e25z1CV1Tygq71vb6XvJltVF8QSZnsKU4tig/ONkk50UmPSioB\nf59dlwwqAzD+XPIyuMrkXNQTJBwVUFDG0tpY8JMt4n0qNBwpHLl+TJdCjcvlH9J7GAL0ubv2b1Cj\n1zjrih1Cl0sXXPJLpFBkzFTWUFFNCli4PGBdZXYlYkMHPz6cULtAVvMb1GyFaaQ1USEnz0rgiHjE\nQRUqI0IHQ8VxQlDonFJlMyatAgiVGdRmMV2xZlxSKhG6ZEiXIb8eXGVxqFg0gYgfmrc+kOp+pxdr\nuHtqUlGpOItUFTHakJHLi3LGGakIzNJf+hWB2vWkni1gYmXEe6piniu97PDwPJTngS+CYMCtEx1u\n/xlwuu6GeklbKu/zXnHQy916tYRgSWlJk41XBXDpE8u8urU1lkKvGx3CgcSXTs1GXTMdsFHZiRIL\n9cI5h6RcqCtluDaZbSHp9oaqRoK2CM9icVUoNc7bTk6dM3dsJ+ZojRX0UApk76Tthk6y2IFJ0VIX\nZFnElw41o70vX7CQoeBl4P8ZeNPvDSGI2ZB5uc812kHlPVUxbvCuuPIEbzcdhd5c1uFoNZP7/Z93\nxBTxtaPrbNwPmJwtOEcby0x8X+MVXInOUutEI719mTNaUyryPmxnmIrHIZTR2flh5bGmUoHiUKfD\na6rOlDIxJ/sbiCP1PM/DGvjQnq+CImhvfIeWlVrZlWFIae/GLCWVLYsRm4PzRDHGvyupar50e7mM\na7U3PUYuOz1Y5+lC7gUjph9V61p67p9iiCfOQJGs4AtgksgW8tSHtJdxXGxRSD+mqhrJuLfWWoMt\nRtjWEg5f3fc9XoXUk7G1p9nYhzuEYBw8c5IowUslTrTsL6WMriK94ww2tju7OQS73CKtsygDnCN2\nCQnBKETe453gXQFCckdVjZDYDftLESFG41s6L0hMODWUN5dO11EkeM5iO3seprmGp8G6TBU0lY6v\np8T4slNNuTCbDNTpnaaNYFPI72pxVCp9cykDDWjQl8uaMF/+3HREyitm8s3D81CeB74ImrOv3bWz\ngFdLX+t3WLkUC48ttL04Bpo/GcSTHNYJaUZyr48tnDgo+6y+Q8gkFYJbI8wJ8wUkC7H/KWc2VT0J\nJ6laDi42Sg9OySLkLuKD7/usAlSYMcL9YUsKVM4XeocObib964AUcwh08BeEAiyAcR8RNEhBaI1z\n16PpPviC2JYdoAgu2w7Nmuhyaynrg0hGwojYJSajEaHqCD7gnTCuDZBKOVO5Cin8x9wb0WZFgvEY\nrWbf19oVi7O+0Cll94qjc8luZlo6ZTWo1wfrNi3jmOFq++feq1KcFncfXXfWDg994FLOhf7ihu7S\neYdmKdprRQmGBpcdrDghJ+HwPJzngS+Cg4ZXdDBC7c0zzUKqNw6wHZEvaB6UfF0KjUZ1oK0Y2hmN\n+KtG+RD6gHQpGlOKnXwmaA8UZIKaqwza2y8Jalv5wS26z6m1nsdAhEQPRhTZXOlYQjB6hpYPL6qD\nd53GdehPmaLxTmyf59zgKaiqAyrskMLvs/S4HhAR6feU1qH54r6irNFxX5DhpMmI4SW0PojSiVBJ\noMbQVae9BNFeC/GQou3l+lUnahZdiUQStT2g/VHxPXihOoycuVeOYF06msALnSbQPjDdeH3J2R/I\nUZrrPoTJWUwBzjJlumzyxkqcvS5iWSWZZOsMLD7UezUHcUrtE9OR90z2w0bw4T0PfBE0irTJr2zv\nUxLeMO7WusEQqqos1/uiVxQXNrW6MurKIOZP2OgjGgFvXaRQ3KatSzTWSGGiSR4IzlBADs1lL1YI\nu303kfPQ0XjvCwnXdmiFWwMUw9QyIVsBDCVsqIyRClr0tAGPakKDw+W1oqGnuASwIpFLMWaNcudo\ntvbOOUbBm4WsFrK1WPyldUS2o8wRXErlHZLAjxBtTcbmzJbMEPs8KG+qujJZYjYT3MrJsFKgFMAe\nrc9aHPzEukboUXCj+fRBUKqu3MyyFUuxXR3ZEGRT35SusRSs4OxGMFBr7I2ENwPIQkAvL3nZrWp5\nnS0L+T4Aq3Tud+/e/RN/bx+eB+N8FRTBjPhi+T7ofY0XJkVRYQCBuYnYZGsdGO5L5VZQyNBmFMK4\ncM1woXxYc8k2xjoPUqHZpUIO9sXNxYwcrLjZvi0nMyBNpbuwUdQMCkSNduOGIu7v4zK6sg9kAG+G\njF+5b3zvwYLsimTPUFPEfwnX0fweCu1DHFLMRdUFKy70+7KS3Vy6sb7TkfLcEcWFQLssMQQkxpXZ\nToUQBuTcV/aDwY2RHG3E7otzAWNsx+hJaYXHEctraNI167a892gJWS9CRCOKUwjuyRDsVDp+KJ0o\n0JVxewhVEo8Xj3O9bkWsaJbnF4BcwJyoebgOSxU0QwuLN5Bys+x49eJrX543+OH5ip8HvgiKCBIK\nspliSZ/TkotrNIo+A0RzREJlQETOwwgEoC5RYcTi3JNkxURoJr2ysWhtvZXKqCkDV8w76DCb/FCZ\nhM76FiVUQC7ZtdkKtfcUQEMIldkdOO4bzdX0zrGoRXpENIgjFquwLMWood/Y9R2js8exou+GsZnC\nt7OYIuPsgempy4Rr3avqUKQsGEooNg6oZiqx4lJXgZiU3CyRjZHxAyspFl329kmaISVc2QmGECyn\nGRsxnQoaM84HugIWVUHoUsQ8H03L3INYroTM28BcQtiNI2P+1lrMLgqQEUTus8cKIAmX+3hNX0Ag\n+9m+49bivt0bL2jhFzpZu2H3mnMngQsXL/+pvN8Pz5/++SooggopWg8jvWmodRrBmz+cty+Rq1BQ\nPxP1C1CVnWIqA5CHIey7n3hMcmXZIjqMzd5CgrKU6EjT9IYyaueyeDQub684sevwzqghmUTlrPAO\nu72UkKLx7b0I184m1j1llMoLSR2VZBuHAaRIzcruLIgYyCB5GN+8sxD3lHqNsHWYIQia7LFijoO6\nJosMsjUjXRdHmpStXU4GCmm7xIUx4xCo+xGzINMilKhSHWhLIraHa2NbgqkUzWnYWYoYdSUX4EaK\ncYH44g0TM1LI5+S8lsERqXxttKVChs/3GaoitgLx3pOc/b1ND77mGCJCEOsiI1oiWHLZGdtNznaQ\n0cZjD59/+dUv11v88HyFzwNfBE2mVdQRpZCklIaMEderwpwgMRfehK73gs5QVkuxKMaeAJqKntf6\nH+PymdLDZ6OZGFBSPqwCln2rA32lH89FMHADQ65ttDMli6KWyQvEQoZ2Rc1CQXpLqVpfsxj4oVI4\nbCWisqd12I3AjE2CE7osQ8CUknFZwPuClBp53CIrixbWGwih2g2ZIRaSbuoSI3c7xFsX5HxFqzD2\nNZU3jXIPFFXqTW3jgS6W0CJDz1EbpWPT0kcBiNrNq0948y4MZg2uGCxkV7p/LTI+7PXLmortVyx/\nZ3vOvtCWQlVssShcQfq1iHWu2o/MJaqg02x7Qimvm5rn4RqUNxfvjHLhwmEn+LCeB74IBm88t3Xc\noxGQZaC4qFEgcsaFkg7mS4CQfbf9nvLhgFzABlcWYGWEdIYcdwWpFKR0aAlK8RwIs2XP6KRnUdje\nzVDNajBsdVi3mQupOvTtnFpR6ikZVjirAhjkQskxVqONblbAENv3SXGRCYUK4gbLKoUE6jHDgZ5Y\n7ly5xt5Syp6XFCBovQ8VnK51tWZmEPGijKpA5RTxis/2ePZ0lIKR4Ou65JpYYWu7rjjU2IidDd6G\nFAd+Xlb7e1Z5faNzlJFXik7cO1LKg3lCVus8MWhlyJQxcMMElCQ1gwm1bhe1v2GOZWxHCdozBXRN\n7ynPzGWLJZBKcKrs7O1/ud7ih+crfB74ImgdksUl9iNfv5THuWKfbgBJj1TaLqis2PqmhB58+/wZ\nPwAAIABJREFUENvFa7n7Y11TKojxWALJ6fCBcM4PKgMKsukw7ADVUqRLFooYmOH7dKOCRic1bWtS\nX0bD3NfCstMyDmDKptX1Yr6DipZg+OKnSC4EX0Oifaho1cbr3stPXDA3nd6AFle4cJCzOdZ0uU+m\nM76guexYJ+xLUVAyFR4JQiBRV54w8kyCjasxG4XHO+s0iwU1DlOMiNoKQ4sVeI+Sd7kb5IwJJXhX\nFBpu0FiLcyQS3hvfUcQAmFyMEBxWHHsXa3JPP6Lse53tPz3kWDiQpchVVcmaFmfsdtVimrGOQtWC\nmicUTdqX+8PzkJ4HvggKxZZJTWq2poXYG9hoEFossHpNaNGLDrb1/VDFMMLaOLlWioi7L0ENWROM\npUixCsDRJ91ZwXJDF0G2sVd7my/cYP5g8QAJHxRRHT6wtudc02180SyDDjZZAym8jOpOiuVX6d4q\nCpibzVdPXcKrs1B1vNGIomn2+mClype1QtSyGywcHTH02jpIK7zBBXzlcfWEOljWiCYjNGsoZqrO\nkVMxHxUDmpILiCS6rpg8qJmq+tIVWhC9H1YbfaERJ5AidfADiNJfnyuUGyGRBzVJMZwoRdVTOthi\nytATv0GL4WrZcWrJfpHedoHSX2M3GBfMak16Ms3heVjPA18ELTjI3ridMgAivbOMuRf7Yg2fCjeu\nzzizYmJyrDKwqgzZvt65UjzWj2eGotEW6eXr/VI+q9GRrVjZNdgHiqLHKhZYUmg2lA9o8T0EDMQY\ngoqK7rd0YbmvRVYd6QPbgbWnotioSC6DfrZrNkOJgmiXXVgfN4lzg1Gq/ebicB0cmlIxoeiDzx0a\nFcmWUVJHh3OV7dzEgBcnwW5KffxAzlQhALkENanZV+Xe+zGRxSGSrCsuNwoKTSdo77UvhR8IMUdE\n3NA1DsYJYjkivtiR2ZrC5HFODL0XwGdz6E6ahvS+UDJJkkZEoXKOTsyCi7I+MJOMii4VXuV9N63D\n83CeB74Iokb4pefc+T40vPDiCmjiARVPzzt20o/NGVe6RBtxi3OJ+uLYklACmsGz4kvkH6xVA+Iw\ntUi2WdrjUC+lm4CUDXAwM4NSigpY4goVx4T9HufzsKs0zzzr3HoPPZvvSpykWgdIQb1zkQb2YUj0\nPnzBD52Vc1I4gYoXoREddM25FPXKB1KKZujamxGoDo5VoTJaTh08+/MFs2WDsFlG0h6lTsVOzF6j\nociWtUVKeW33r7m8blLQZIhqQEhhOpFTWTe4tY+zqpbC2qPdxTyhb4eLEqbvwANlF+wMyXc5E9U6\nZS0FXNRel6yK5BIoXzpOe8skc8gpN5pDY/2H+zzwRXCgm5RiGEQwOzjjuSUtxSfrkFNh8ijo7Y+M\nWLwmFNtnJ5M14alK0WzxKSDSkvGozZj0khTVIqWjswImMvDM7MPfI5NWzKJSNMl2rV5S2e8V9FaL\nCsRBwhyue86fFsxY6RBfjF9FynU76+wKeKGuQnxxiRZKZ1q61wxJGFxy+kxiNFpnF/r92Hq0dCIk\nScNz9LXDExBZFSOEHhU3Ky1DW2NJfuu9HUs2siQDOzQPOzdX9rCxSBRdv6e14d00u04HcAak6Md1\nGJ1LU13MFCxrpae+ZFGz7MKTUle+bnrqvvusnDPjWhVCkcdJMZS118/MHjIWyOUPLWQe6vPAF8HQ\nc9KyGQ5IEcCrmOmnOClZEPZtSeMQ8KNaxiWx/+/3aqh90AMVqol/8ov/kk9/7gJXb9wlZesQY8qc\nO3sKGU1Aha5tWLQtVb1hAnwydT1mc2sLTS25a9ncHlN5UzRsj0cm6BdhPB6RnaOqK7ougq8I4ulS\nZHM8Lih2YjyqSS1UlY3UeId3jpha6jBhHJRUB7RpWTQdVV3hqorHTp+go+XY0ZM8c3qTULRq2RkC\n7grPrqfzOGdZwGDjuajprHNx6w7OmZCkdLyT4NE2UlWBUBk1JqbixK2lrcNspxAhtomUIhaip4Wm\nY+lxqJQs4eIKlLVolIXsC03I7jZWgMT4ltLZPK6p1xfrwL10YiH0PkO/RHWiqLcOPJb8k+QTdfJE\n6cAboGKB8rZjdCL4lIdCakqlTJcPhcMP83ngi6CU7kclQy6idxH6lHAvUnzgHDkmvHjWWSSWZrbe\n2QFZyVloNNBmR5DIt7zlcUJ7l4995KMkp0WlAHduvMrf/0e/wPFxZY9dsoedM4VEIBE1UznP9iiA\nawgKIhPuLaZUVcV4tMHe/j7gOJjOmK8iN67vM6mWTKoxjURCNUFjJsYD3ERYLBYGtqxWtF2mQpFu\nQeNHfPb5T/HuT10qHZ2NuN/1PW/m2dNH8UfO8sxf/GF7zXoCpTBobg37sIIjHmw8DUOnmO7T8Aan\n+GDyu1NHa+IyFg9DQ+pdjjhvORxK0fPiSwB8b8TQ79kwgnJvklBuUjGblZj2A2cZj/uQIy1Lz0oc\nORiQEUJBibPxMQsnyqgtvY1WXwgLZd2QeVjurNip4dTGFr5QG9sCJIWCbCfn8WVvnEuuSx0Od4IP\n83nwi6CznNz+gyMKuSCzhhbb8l1TIpOse8o29rjiMNxLzQQrCo457/yxv8qdvZagEELFYrEi+0Bo\nWqgr3vjUUfbu7PHf/Ec/i0hFSAIh0zAybYGrBpNVUcc0eqIYLWTiTAEhioEPGMk3i3Du0aNcePkG\n2xtbiGvMiLQ4pKBCXM4Yb2yxmk9p6kA33UX9CJ+VkYNv+663kj92kSoIG1sjpEm8eKHlZ37upzmN\njckjl2lxhGAIuKlPFFeS2tSFnh0CYny4lBKVsxAkETOtrb1npJ7trcpcX7wD78hdh688MWe884ia\nEamWIqmaiNFMx1Kx5g/OFT6kM1mac3jp+ZUWPeCKntd+je1Q+yiCrEpVuv6MFrVMLh1d8WPMCSd+\nyESxjjcRfWZ5Z4ePvPACo5PnOPfN34TTxIc+/mm++c1vps2JjdqTsrPxGPN1tB00Qyzp4Xk4zwNf\nBH3v9afZdMEAKSFSUECKDlQw1Lggjl5txJTy84IrY3EmScU7fuDt/MqvvIdl1xK6JY89foqDezOO\nP3qWyYZjMj7Kz7zzh3j6Hd/H9hiTnLmKSlsaFfCOGJUsI3ya8Tf/xt/hhY+9yOueeYpf+Pn/Ai8r\nuuiIydEmpW0b/sWv/Ut+63fehzaZJ779zfzsX/1RJsEcmsdjT+WNjuFEyNPbfN+P/OfM1VHXHWfP\nnKRrHJ/7xCd53SPbXL3bcPrIFqKJI1uZe7fmnDm3gbhcAIcIfYlRCyaKrs/xyNYtaSoONpaVYl1y\nsrFXhNo5Jm5kqGq7sB6yaITB4Yt5hNFvtGQ+R6OiZAClFqH1FNJ577NY0uHKmsISAm38zv3qAqWW\nos/OVvSKOK5EcRYfQbUgdyk72EoqousIKnzyox/hcy+9xMnHnmaxd5uD5YJ2Z4/NI8eY37zEpZt3\n+eKl17h98w4/85d+gkkYEYrzTy6gmldP9hyeh/g88EVQREu4t5iZqhY5muZChbEil0WpBFBHlIQQ\nEGD06Hf88b/4F94Ov7D+z5f+mG/55/8uF/q//iAAvw/8sz/myz/5zn8f13W8/ulHOdhfUe/t8Pf/\n1i/ROUU7UKlYpY6tyYSqqhmNMt/959/BZoggAXFjhD2+7uu/hw2/yy/8rV/hp/7Gf8l3ne/4yZ/+\n73j3r/9zdt/xg3zH150vbtEOkUwVCmigtuB3PUsbQQp6ipghRcpK5U1D7Cql8g7BTCvGvqaQ9Ay4\nyJahnLWzwKQMpMLj7GLJhkmFbGw8xbX8r4Slq+Kdoeh9MHrP5yTrIK3rJZLSR4v2VCA1UwvK+8Go\nPwvauwe89PKrHD17lvkLH+HlD/wueuwYzz3+JJdefo3l3r/hzu1bVBsTjhw7yXR3SuX7OFYDX4J4\nK+Sae0vBw/OQnge+CPapEAPBuCc0OxtFC02wjE3W+Y3Of/dX9Jr/uPNLv/quP9lf+NP/LT/W//tj\nP8m/+nf88b0vvtv2bxLK2KmFo+jNNNWDK7s9jUJsWyQUwIUimvOKK27V6sRyVYqqhhQtOzgIOduY\n3gMUgjnUBCflsY12ZH9n2/2pZvb29zl29FjpVks+MoL2iHzP38zRKC+dcmfecZQV73vf+5m7iqce\nP0W6fJN7l2/z/I17xJS5d+ceMbYcz8qt2ZJj588wcVXpm+0GQeEpgpiv4uF5aM8DXwT74COzUup5\nZLYP6knGAO78n/0KX+lX2UkOXADtcGoR4+oyLptKZuRckQJWtLHBjath5+pUe08ucrIuziWzMktd\nS4yZaBwh0ERQ88sJrjRWqjjJeAIHt67zB5+4wNaxCUdOn2eiwtkzW4hzdIsZF+/scerIUXQjcGxz\nk8qB5kjnQpHNmAns7eu3SauODz//Ya5cvQpBWO7c4I/u3uF1p8+xnTNfvPQaZ4+eYpkiziX29qck\nl5l54fOXbvPMY+dA4NbuPmeObBGccRjVH8rmHubzwBdBsOhKYEBD6e2Xzn7nv/Wnumvvo3r07QCk\nmx8c3ItVoMmRn//vf5kT1Zh7zRzNidNB2O1q7s4jTTvifHWNj1084PqVi7TqqJLSYHm1qopksZDv\nbOlsZvxZiLr9cl1KYFASNDguXr355X6xAHj9E6cZyYjn/tyP8j//3Pez2VW0Yol121/7AwB4l9HU\nYfEbdlPxpML9M2UGtUezEGrPrFkY+urWNJV+L4euqTZGS1LAcoOl0HIULXnOtuJwKiSXOXX6OM3u\nNV7+zG1u3Nvl/LlHmUnmG970HG9+7HFevnKHu3Kd1735jdy8ucPxMycYVQ6fkjn5qOKjsOHg+c+/\nxK3b17hzb4f92YrxyJHajjt7dxHnqcKYTlesWseJo1tU9ZhbN24zCpv8xr/6HX7ix36E2Z0dPv2p\nF/mOd3wzT508aSCcHlJkHubz4BdB02XZP50hqXhBzvxbdn3l9AUQwJ/7rv/nN/yP7/gTvcwv53n6\n3GkbMb0QkpDNQaBQgQCMP+mcECWTVJn5hk+979e58Nf+HG847tGYBmdpAF2uePfzn+H73/5W2wmq\nIbgiQjXyeFeRnJG5vQht21pHnr5USdsn6uWU8DGjKRPbSFbr4I1CZHSeLlkhFgFWU377/Z/hmWfO\nU28dJ+Ydcky8dOEir3/T67l5+SYX/+hFNo8f5XJsef7KPVaXLvCW7/wOzpzbplsseeXGXX74B97O\nVup4/pMvc+vqFW7cPmB7MmZ3NmNvT1gRefTEFovlAcs2Uo88iRUj57h28wrLeeb25y9ycGyT//qz\nP8+JE6f4M29+Ix/54Cc5+ef/LFsbo0EJc3gezvPgF0HM7skQ4kgJ7/1KX9T/r/PsoyfRYmuvYqYJ\nzpmZq2KUDG+sZlOG+KK/LWlr1dgjWhHbrvgCFg9CKLnDgsuwmq74O//4X/PL/+lfYOkqQmyHa/jc\nx17ghT/4ON/yzW/j5EaHy47WC2PNVFKTg7lLkxypi8z3G3QhpG2LChDTClqXnoudvyZSjOzv77Ab\na8ZuRWTMia3A8t6M2/Mlj5w/w8c+9hJvfcsTLC5+hH/2fOLY8ZPUI7suFyNpuuBW2/Kt3/pGrr30\nWT7z4mvIuOZYFfi99/wOoh2pa1mFEX/46Zf5j7/rGX77d9/LuXMTtrcqbtyeItEY9K7zXNu9x6mj\nxxm7PbqmoXKeG3cPTGFUVYQUWS6WZMncvHmXj3afYHNjzN7t6/z4X/5xTvqvgo/J4fn/fL4K/rp5\nUAHYzjqV7qd89db77UuyJkhr8cyT09YB6vUPQCV88hOf4+//0rv4tm9/G/u7U27vJF761Kd481ve\nwGq5ZG9/ys6t27x2+TV2p52h0RgPsPYWLqROinwuQ86IVGakUGR6NiUaHSergsLLV+8A8Ozjp8z7\nsHgOivOGkpZgpLoEh+O9SeBE6IoetotKLl4rqsKRY5tozOzem3K/xVj/b5ORBV5412/yez/0Rj7y\n7vfwl//KTw2v2+995hIkz//0936Rv/DjP8BxOl64eIOf+O634vKCv/e3f5P/8K/9Rc5tLfFOuP75\nF/mn/+QO/8EPfy+LjcAjZ05CHxkK5uKSEs1izhcvX+fGPHOqEnZnibd909fQhcxrF65Tpcj1z3ya\n5+M9zp19gi/cvcz+bMGJkXD8yEmObHUs9g74um94jj98z/u4vbeka2ektmK8WZPbzObmhCuzGaIr\n3LThD17dhCZx6dIe3oEj0KgnVBVPPHKcC1fvsK9TFm3m2HjC0SMb3Ll9h2WrTOcNMWVc5QkEfJ25\nfWeXxx4/wX5Srr7yEqeefdOX7+19eL7i54EvgmpGekXXaiji/eFJ0psFFloI+qVfB8ApKcE//oe/\nQaUTfKr4ow/+EU8++xjnnzzBso2kDF0bmYwq89qThJZA9wScf+YJUysU2qII5NmKq5evA44swulz\nZ5hsjECUamsLxXiML5fLeN1zz6BqZgs9mbhrIynGYi8VkBhp96YIEDvbLZ47u82VG3uWXpchddZB\nugBV5YlxbS/fO96ICLVCyh0/97N/l/Nntnji9z8BX/9DACx297l84wqzeYf7LeXqF1/m9Oknecub\nniVceY2bVy/yoec/yQ9+9zOgjjybspxv8Ku/9Xt8w3NPc/b7vxOvnZlQxIRoJOXMwWLJYnefFTXT\nW3Ne/OIFtMq84YmzjGLLy69dpa1rLl++zadfepXldIlUW9x0EZcdm0c2OHX6OHQLHB2VVzZHY/bn\nDbE2J6H53i7bkwm3dmcc36q5duECicyxI2MOZg2ruGI5h2Va0HVzJpsTvEaaZWLqW6b7U5ZR2BoH\nNHeE4IHE1kbNzn6HuMx8f8Hl+ee5uvcG3nToJ/hQnwe+CJpyquwFfbalvK+Gr1suRymElJyOYuc0\nfI/L/B/v+hDf8Na3ELY22d3f5czTT3Hz1j6nnjhLXraslisW8wW1A42BjQ2haVqSKpV4qmCqifHG\nBpo7dnZmtF3HxsYGucskhETFsknUmxv4LnLs6PZgwACwOa4Q5wh4Vl3LeFyTeg2uU1pNaILVRs3N\nq3fNFdp7nnnuSW7c+jRJHN50hMQ2M6oDo3FFmjfWgToh5f5GYQYDToT5/hQ5O+b9v/1b8Ff+KwBe\nuniJdr5gumq4d3OHnAP37l3hxU9/kuff91Fqr7zyyZf4obc/S6dK23asDnZJixn18bfQ3dvBnz4C\nXYScoFnxRx/6LI++4VG63HHrxh7nnnqCrRs32KgCG6OKdrrHTtfyuZdeonUTxsEzdxW7d3Y4fnRC\nGHmiF/b379BxjrvTxEwzIcOoqum6RKtwYnuT1TQSUqbtpkh1khPHx8ymK+aLjqNHauqRcHt3ydak\nYm8ZaYDxZEyWVAKZhN3pinoSqHxFjJnF0pDmqMqdezNGI8f//r/9n/iNr+71y+H5fz8PPOylQIot\nuesgwyc++SrNaj58XTQQGwsF6rN9jfK27gZjt2I5m/Pxj72IaOLD7/8o48oz3d1FmoaUlWXTMJ/N\nmM3mtF2DE2VUB2ovBK9cv3iFaxeu8cqLr3LllWvcu3qP6e6MGM1DLwTY37nD3p173Lh4hXYRyX1K\nWjmVN9eS+f6UxWxJjMXKXxKaEzUw8sKorotLjsN5YXNrk9qnwQxCgNV8QWrjWqtbnFQc5rqjqeiu\nC7/50sU97u7sDtfStiuqkdnUv/yFC+ztz0EnfPh3P0ikYdFEFgdTptemSBU4cXSL7e0jLA92uf7F\na6xmXUG/FbqO3/iHv8Zv/5v38y/e+zmOnDjJmTOnmIwacrPiyccfYbG7A9ow3d/l1NkziATe9Iav\nt4jLkElhxLe87RtZzVrOnjzNydzQRiWUwrZ9dIOUMpKUa7f3uTlbMN70PLE9Yd5kpo0yiyYJPHH8\nFMF5UNifLVnMV+zut2QyPilSjYmdkdBzVA6mSxbLji5FggfJnlUr7M8Si8WC6f7sy/9GPzxfsfPA\nF0Ekc+/ODq9+4Qp3b17jve99np29xfDlX/+N9/C//NN3mTBferskAxKG7/n1D1CPx3zjtz5Hs4yc\nOv8I4jueePYZAHKKtG1LjJGmaVHX29g7qqpEeGKi/ZQSo0lFPRHqSgi14CuhDo5RXbE5rhnVntVq\nzs69A7hPd2ouzMpyPmO6O2O2NyfGYhMvzswfMIqJPX4mRwsNGY0qS0QroeKaMqvFsphIaAkVcuW5\n5yFAXDWRc6TtGlKuh2vZmy9psrJ0mc51OMlM6gZNHbODFatlx92bN/kHv/ybqK9YLZfcvXePrBU7\nzYzPvfQ59q7fRZIwv73DTlqw1MDOhUtcvXyNmxcvM99Z8diZ49y89horL0z3l0y2ttC44s7eDp/4\n7Oc5cfIkW3WNdonXbh7wI9/7TXzTd38n85WSKzjolJSUewf7RA2smsR4o+Ktb36cp554hBhq9vd2\n2dtZMF8saVeRi1duMIuZiKdtHSkKEpTlokVVOJiu2BzXpNQRga2NiemTRUjJIjo3RnBko2Jcee7s\ndl/Wt/jh+cqeB34c1mbF773no8i44sz2Jr/z3j/k7KOPwRt/FID3/u4H+OKNfb7ne7+dp588ghSD\n1PupXS51fOhDn+Ft3/ZneP4PX+TsY2f5wosXeOrpR+maSLtqyJ11bl0bS+hRH1GuVHVl5F8nkBJn\nn3iUUch0q4gPwWgXMYF4lssVO3d3aFYd7WrFqtkcrmM6S5ATOVTE1T77U09ulfliSSeKi5a5MQ4L\nzh7Z4NnXP01dJ47UcPLIMRaLe4MTC1KyOdS4ehaypCX714AZLfpqtSARLt+4N1xLs4xcn62oqooQ\nArOQIAduz+ec3N5EFJbNkrHLxNwyxxEJ1JUyvXqXxfFtLvzBxzn7NV/L8x94L1fvNCyaFbOcOOfO\ncvn6Hs8+fp5uMefGQrh55TI37t7gNsc45jfYGO2zv3eX0XKLWeyYVBW3rl7j5uuO4z/7Gp/47Ess\nsxJzpAqenBxd01KFis3JmMVBw2TDE+eJ0ydOcHD5nu0uNbNcJFgJs0Vkq7KArKeeOMfVSzeJCBsj\nz6pt8eJoY2KVW+o6kLqI+ExdBfNEFFjMEy988MN/Su/2w/OVOA98EfzN3/owv/7uD3Dz5pQnv/Y0\n+7MDfu03PwB/3b7+qYvXyIvIT/9nf5t3/ugPoJ3iXEM9nsBfNy7gsde9jifuLMhZWa2WrA6mNPMp\nSTpiTrbvWq3QDG2yD13MJQkNq30ulKxjFe7cvMu4rmw/GQJV5ZlMRiwW++zv7kEWUmzYubXkzo11\nStmFl16hT7OoxDFf7hCre7zjTU+iGxM2tze5euOAg/mEtzy+xbs/fZVxBfNPvIoS2DqyxXgyxgnM\n50sWyyUia9v8MMRu2jpApffWK04scT2au+LOnZKiuWFzMqLpMqNRTddlvGS2j05o5lM0eCQlcrck\n+5o712/y7HNP8sqNPc69SVjOhb0rNzh++iR7XcPFL1wiLqdsH5tw8VXhGx89yosXXuParSWPPXea\nu1fukWNif9mxHYxX2MiK84+c4aMf+QwaYbPe4GC6gxNhc2PEYtlSV4EmrSB7ZsuWly4ucCNzE9ra\nUJbTzLKBzY2KzXFCohJGNas2c+nydUZuRM4wrj2zGMkk6mIGoaqEypGi+R4G5yxAyzl2by+/7O/z\nw/OVOw98EXzXv/4IV6/ehUp47ZUrxE64fmkdhN3Ol3TicQczLl24ymQytlyRbr3/evGFz3L+dY9w\n8+oeZ586j+tannj6cVJ0NE2miVYEUzLUNudsaW9SKCwYB07EUVXCzu27JUN3zc9TEba3rEAlVZwG\nvHSIj8N1VD4gmszsNGVCJTz9zNfwxdducGmRaLpo7i7S8cULNS0dbVoHRSUFd7C0bhCjTG6NxywW\nCxSIxbKqGFMV5QaFV+m+ZD/pfUUg4YJjPKrZrCtS6qhHilNlsjlBu8jBYsUmYyZVRUwzRlWg1cgL\nH/88k2NH+eIrt7m9iuxvbvDiF17jxBOPcvm1K2xEz+devgJOuHrpHltbY8abm1y9cJm9aYNzNT54\nZvM5XZdYaeLu9XsslytyapgnpWlgshmYzVcQhG6xRDZr9qdLuk7wI8dy2jKZjIhdIrbC0S17HmFU\nA8rBoiFrpHI1C21NsjJ2hV9pgfSqlmznM3SYLX8mIalCBI4fWa8RDs/Ddx74Iniwc52zZyp8VvaX\nNTHOWNzHgFFVXJtIdcOli9d45msfIYow390bvufSzTs88sRjfOKTn+BNb3qOz1+9yemzj5C7JbGL\npJhou9Yyf3tXFUCzqS+ckwI8WBLbyFsAkMY0RLd7bH/XO5HEFNFsqW39ESkuLiUbw2fh/DHPh15Z\n0KSA02iPg6dTG9cmviKWECRf6C9gLsopC7PZghCMsFwHSNnS46S4POvQzSoprwuyZiWmyJGNCUE8\n47pmXHvqIDhf08RE12Y2x462bUFGtD7gcsIHWM1muDDh/R95kYO9BW3nyAi3bx6wsbVF18751IuX\nkdjSXN1HFgcsFvsEiexOlzhX07WJahxoVi3qE1ejxQx4jcyXDeqFrrG4uEoEN6qJCdrO8olz46iC\n59ypDe7enSGSmC8dp89usVg0TJuID8LWaMyqzcQuEirPoslsbVbMV505VyclaUlm1mT2XAoShEkd\nOXFYBB/q88ADI5NaGXmPuMC4ahmPPZthTZHJ6snOsVxFrl69yNWrdwgxI6PR8D3Pvf5pVu2K8cnj\n7O8vuHPlOrUmVrM5KSVSKYRZzR8lJxuFzRBZikuUfgkRWVXJzsAL7wOZmq7NTOqKrcqzPaoZjYXN\n0fo+szEZs7m9xdaRLfv/7U1GowmqUEkJkup1u+KLuac9pusDn4odlveOSmBUWwaxc8UTUMz+vh+F\n++vvlSn9iTnismdjPDFrfRNF4wi0y46uzQRx0ApZPWGjYrHoaFaJxtLPWczm3Llzl5s3bnDr7g6j\n8ZjF7ICUI12MyLgmxpbZwR5d7HC5Y7roOHbsBNPFguNHPI4OHyoEM1uNKaMBKl8hCZzId4H4AAAg\nAElEQVQXxlWgrjwRoRJn1v7qEZ958nXHadvIrMk0jdB2ievXpxzsNeSUOHPm2JBnEuqKUVWTsmO5\nzGgHqKUIxhhpuo4QgqHwCpAQCVy/fYgOP8znge8Em6bBuUCXhVCN2HCZNG2Gr3cxoirE3LFQuHnr\nMu/8976Rb/m60/zd8j2nTh/lIx/7As8+9gjz6T7nzp8ldS1CIMYFbdt+ySgcLRZoPQr3D1bCflSV\np596knGd8VG5dOUWe41jsVrRNkuqytN0HQkZoiwBdneN2pPKb/TiePf7Ps54cxuXI9PFAhCct5wT\nKTkbosVNR4qSxAXa2JaUO4jJHLZzNi9AKd70GSvYoY/r9Gt3UF+PmIxgNlsx3qhxGZwLa5VMFgjK\ndN5RbY6YL1c4gf3ZimpUc7C/yyLusn32PFWALjbkHMgY+u1pSV1HlyOrDnLukC4Tw4T9vT0qJ9y6\n1+DrmlXXMR4pSc0JerWARWfrh9V0zghntl7ekV1k5AKh9mxtb3Dh4k6JZc1sbdQsmsjWxphaMsta\nme4ccHQ7QIRlB/vTJT5UpJzZ3hzR5Q7Uo9IbYWSyVDgX2d6oqXxmNj200nqYzwNfBGMKLOaRJJYB\nG2PCy/qyVewNHHBoFPaXDX/zf/hVVnkFn/tPANjZn3H95c9z5tu/Caqas4+eY9U0dCmSUmK1Wtke\nMCZiW9Lk1CzgVbXknEiJjzSi7RdevQCxqH0lkHLEOU+XFe0sxyQ4tw70psjaSOaS3Gd1ejh+8hir\nvR2mYultKVmOby+Rdr4YkhaSb+xafD3msTPbXL56F+88mhPB+ZLREciAz0oqYUWKWuZHf9wIjXNG\n4wmPnjrKoukQb7DKaGtEbiJdmyimfQau4EgaSauWxSoSk3D3CxfYn09ZNg2pm6M47h5MCa5if/4K\nxETGsTXydF1EdVVGdHtycbXCa0KpEYnEGDm+PSLPTB6Z1dPljMsWnVq5iqSwmi6ZLzrG1RjNkdHI\nAqsajayWK8JWZeFVdc18kYhtQkJl/oldxleB+aolVJbiV4Wa2HaMfMUyNuAD81WibRvS/cHUh+eh\nOw/8OBzVWzZu2xqHD1g0ayMASkxkQEg+0i0aRhue1K3H4X/0i7/B8Sceh1wx8iMkZ2KbySmRUmbV\ntcScSDmjUgIvxQ8dGyUosg8ZillxeJyrS9ax4ksOpDijp3jvbe/n73uJJQ+h695bwWtVLf7TV2xu\nTZASGpX6PBAplJisKI4uWcauiJCSRV+mrCSxcTKJyfwsAtOsr6T4MN4vut7dXyCjmozStUrlHDlm\n6noEMdN1yZBjUVxwVMExqSpqj5kXNB170ymzxQFdUjarzKlNB9owriF2ne1XUYITYmxB+6AqG+9t\nx5nRnAwhbpQ2Kk1UfAh0KdNlIeJos+LFk5KZs07GI1TUYjVLql5MiVEdwHnaCLHL7B80rFb2O/fn\nDSpGOCcnvAuQxB6zs6yVZYxkgZSU1arF4YjxsBN8mM8D3wl2XVcIxZ7JxBOCScb6YzG1gg9WOFar\nlq1NuG+I5U2vf5LHzp4DshkUYB+aTi2qMWdTnORkvLtRXRNjoi12/jl3iDO7/ljyabvYq0HcUGQG\n8ESFRLGCv7/5cm69Z8wZlyOVDxyXzJ3pAY8+9Qx3bt9m/+AAklI7ilDZDY/dP0ZwjsWq3AzuM4/Y\n2DrCxsYETR07d+8y3tji+LFjLOdT7t7dGa4la2Q8OYbXTEyJre0JsVPmKyNOVyHgBLKzEHYnjoji\nXKDpVsxXDfPlChXHRnAcmdTEnDk9qhj5zN5+S3SO09sbzJtUsoExyy2E2aolKrZ3RJDgmbjEMkLT\nZXKMODH7LXMRt9WHlKzklkyXYVIHkkbmy45xcHQx00SLV0gRsnfkFPGuwpXbmpTda9t1hHqE5kir\nDce3NhF17M0W5oFYbnirdg0oHZ6H7zzwRXDVRUMMvcOV5BDn1nfm7JScM6nLxdcuc/v2kmeefh0f\nL9/zl37qnVy4tMNyGdmdT8kyg5UpNZqmITa2E+zI5JRJyyU4vw47pzjCsLb59yL4ks6WS+iZU0pw\nYy6OLmXkLadXtORcrrUKnDx2mvl8RZeEq9dvkKOZErgsbG4UwCBb9zRdtqScEJR2tWQxmxJCoItG\n7BbnWSzmLKfTIroWmlXLzeu3yCWIvD9vfPw0YVwxPehILtC2MA6OcRXQlFguI4hHJOOzI+aGlDIx\nZtou0yWhqj2TesT+bMq8daQuM1uuTEaocObkCXZ3d1k0lEjPzGRUoTGxaDrq4MwmzEdiFFxtOzlt\nV8xbqH1N0EibrOh3EomdZUuPVInqaNqOesNBq3QK48mE1Cw4vr3Bzv6CLlr3XflM12VSMgpM3xgv\nl0s0C6OqBgLiYTwOdJ29x4LztN1hJ/gwnwe+CDatdVyj3DHaCIwqz+NnjgxfP71d00XrlpwkxqMR\niufG3lpf/KEPf4ZF2zBdrJjPl+zPVzSLBc1yxb2dXZou0nV9sI8S1ePpRzYtAEOft9Nb/WOBPNlQ\nYkVIhYAsep+t132FJ92H9IoqOQfIC25PD0huRJzt88gj57l28yYujNg+csTgGVWcJPZnK7PfKhGZ\nLniT0CF45wALNgLjwDkpcaVAdrkYB9g5dfIYx45P+MJLlxjLpoUXhYouOzS21LVjsVxSjbfwVQRG\npNWMUfBsOVhUyqoVlouG0WhE2zVsb45Rb0l32/WYZtWSEZou4rHkQKeZJmYWbSbimIyEkdS0VEzG\nDgkjNoNjcWeKOOH40S32ZgvIkTY7SEqWijYalWWmjtDYPnfWJkZtwgehSwlfB1xscYYw4b3QdYp4\nJca8dtsJZpowW8yJGWrv8d5e2zYn2njYCT7M54Evgl49mjMahCpUtI2y7O4jIFcVSqR2Du9HnH/0\nDDl1vHLx1vqXSGcSuNSRU4TYkNvMbL4ktjPe/Mg5Yh1ZrDxXr99i1pRMjAJqSPBDpwlQeT9QV3wV\ncCXTOJXM3tT/3H3+fnDfAra3+9KMhDGdbxmRUKm5des2TgsPUaVk8tpe0GgyBs70+SreBwLW1VZa\n4UTJ5X/OGbVEC7J8n5yaJinEwLnTWziByeaYlDKaI08/fopJiCzjJse2tunmDat6hDvmuHZvytZW\nxSw1LJvW1goxUdXBskgcRIRl6gws8jAZC6PSZTqU4DMtQtN1dMuOLgdwHdvHjuBdy97BnFHRY/uR\n56g/yolNx5V7Mya1Z29nBr4mdZ1Zk7UmbexK0SVDEs9ytbR8Y+9ZtCtCVUPuyGpx75LAe0W8t7VF\nn1JKn21jZhzxMHf4oT4PfBFMZaR0BGbzhipU5PsWbSllVIxS8dipY3zfO76FF79wlZcv3xm+JyYD\nQWKMdCnR5Y4mt7i04Pvf9ka+8VvfzO9/8ON4XRVLKkfQTHAGYLRdVzS7FlCeU6RyFVEzaMIDSa2r\n+L/zCf19tJS+O7RgcEfwysHdu7hJTRBlmbWYsio+2IirKhwsF2yOgoEpQBsjW9sTAsp01hBCQFMm\nucwJgTOuEKbrTZ7+jjdx59YOESGtVrxQrmW2WHBse4M3fN1T7N3bQ1xke2MLupatsePavQXeOVbN\nAVvjims379JluHn9gJ3llC43VHXFeNOTE3hqsmaaLlKjtF2kGo+Y7S/Z3hqxtVlTA7P5itEYHtsa\nU9djING2mYzj1JEN7jUdk8kG2QmrhdKkhu2NTc4fP8qN/RkaW44emVA5T4weUsQHR6hrjp3ZoB6N\nijOP4M9uQM4sU8a5Y6TY4Z0QvGe2mLM9rlEXbP8blYP/i703ibFsu9LzvrW7c+69kRGZr2dTZJGs\nx6bKLFFVllkoqVAqCYIATQRIsgeG4YkNAwY8MDwTbMADW4BHGnhmwYaGFgxDhiwLtiWgyqWmWK2q\nF/nYFl/Dl6/LjIjbnHN2tzxYJyKStkeyBKXTuQiCCeZ98e69EbHu3mv9//cf4dHlY77wmVdIfs1M\ncZ6/9d7dLPV5PXv11DfBr3zqnBQjPnmcc8xFWPId1eOTr16gtaHN8ef+3J/mhZde4s3/9Wv81Fd+\nkq+tj1myzYJ67/SiSIN5f+BPfuXHmfZHvv3174IWNltDUA1utZWNASfKuE1oWWjiSa1yOhW2pVNi\nJxA5Nli8YZ6iQBNrft7b1fWmNpsB1l+41fiBRM8r9+/z+NEj6Lbp9CLsxoEPPvoQ7Q4VzzaG9bpu\np8QYIn2eUGcUHNs6wyXwseC46EouR977jT/kajeQzu7x3gcf3j6X6AP748KxBP7slz/JMAy44Fim\nme/90Q/YBYcPiWVulKx8+oULDscj6aUND04OXeVDQ/JcnG25vxsoS6Vhp+OqZt6L4sGZXzesp1px\nilexTXuDLpWAQ7rS/CdwN7nIwdMotsVF+Orrr5lsyJLaqeuMQvzN+EHXsUVHu+VTt3WpZO6fblpA\nDaY/DcHS61ToCI5OLibHklUK5QX+1i/9P6VSP69npZ76Jvhv/9mfRgVqNVeELRXgb65//+/86Z/A\nu8ivfvt9NmdnXH505Gf/9M8wLXeNslZDZfXaKC1z3E/81E++TvfK9y+veffqwGbcMI4jIQ78wp/8\nHI+vG5JnamucqmPwjk++8jJ/9Ku/hQaHihJIfJfKJAYs6CJGg1EjQNdaTLi8lvZGbc3Ar3icFzbj\nyDRNdBFCsJNeU8N4vfziC6h6rk8TpRRzgmDOkO7ENrcihGDfRqegzvHtnPnCMFBK4b3LS+TKcSjv\ns5S79+R4/RhXMt/71syf+vwfZwweRBnP7vGVL32R3Bpbb8+lSsBL4/K48NHliUMp9KbUYoFKXbPZ\nBbcDzQvSV5wXbtUDyg3u9nYUICJo6wTvDFagDg2dAUXFobWj0hg0UGtFvfEBS28WZeAc2hXvheAF\n5zy5mud7k0bKutmXUhHncN6TfFyfc2NIiSF6Vij3qtv0RGAbPL1ze2J/Xs92PfVNsCPkXHDO01UQ\nF2zrulYryoHGcqr8zte+xuX1ge++/T69RfjP7TGlFGop5FrQWnjh/JzXXr7gzbce4lMkSSNp5ue/\n+CW+/odvcCGOP/juO8R7G9MSLgtf+PRrvPurv44s3fR5TnjPVQ4lEgdP6pm5B5pvuDU8XG/kOGvN\nc+Hs3g4vnV6VWjPbIXG9PwLCLjqCmmVr4x0fPfqI1jx+SDY/XEUeQUHnwmGaTT5yQ4kREBpFIt9c\nCl8eI4+WQl5PTfrEqdROqYmAUt1A941IJDib1aXRgxNG8VRtLEtnnhdqr2iteITS+2rZ87cbXK0G\ne3Ar3aY7gV5tueOCsROB1hWlrVIUbzNMOgZC7PgotC4Wr4BDmt42fRFFu0EiutoootaOdLldaDhV\nau8479clCPQ1UN3I47C0brnVN+9fAxBK7fj1A7c/R+s/8/XUN8FcCmC/SGor2dXja3UMO/ay5Ti/\nwWY8Y7eJ+LSlyROzuN65utxTcdAcZxF+8K13mfZXfD6NfOO9D3iYO++9+Uucjif+wT/8A465kx59\ndKsF/P0PH4F6AsJLHt7qjg+64+LeyJ//8z/Dr/zyr/HB44ncWSnXq6j5icbj4shLL77Acjgx1RNn\n51uOpyM3S9sH98/tlNc70hu92S88XRFnzcABuwdbNgrT7JlzIcZgVBuxU5cPjrnDG3Phc0PizenA\n0G6wUVY/4T1fOhO+1+DyOvPqi4GyZKqzaNPWGtFHnPdIV+bamJfCcc7k1kw7GDwlN5yaL8Z7j1Ol\n90buJmJn1VXivOWh5AVisObWBHWOgrlieqlrE4PabaTQ1kjPUgoqnhDcOis1jWf03k6KqitEUija\nbWHW1LzI3AAxFO9tphrF7IbRB3Kx16NaCTGiquTa6ArPc9ef/Xrqm2DvphHU7nDBU4vFOt7U77xz\n5Dd/81d4tD/xc39sAy3RdOIrn/xR/sH6mJIXHr7/Hi+99DL704ngOh8+vuJqf80319Na73B0pvE7\nFrtyVvVm1VKli8dTeMUF3q3KpXTaUrlW4e/8z/+IXlcdXrdrn/hAFP2h7bD3HhHHSy8/oNdzWslM\nyyWtZtJmZDy/sIhNVQ77K9Iw0FCGFGl5WcPPldEFPvzoMU2MSF1LIw432jc72URg7x2/My9IDywi\n+CeyWf6zz16wE8fXLjvfzyeoO8sk8awNVW8XMa506ilTyk36nhJDYs7LOou0hjctC16E1rttjGMg\nOTuJdacgFVXIp7IuhuxINnrPvEw0hDJnnDpC8rc+ZifCZhwora6ZWkJrCyklk/2IQ5zaBr9ZrnEt\n9u8YfKSr2f+cOONFrrKj6IVpyZQuxGCAiVYq0ZmHGeRWF/q8nt166psg2HXWPpUdS234dve03/ng\nki/82KeJy56z6Di1mcNU+caj928f8+abP8CJNYCxZTY98GE90Rto8rjqEDG3SBdHkLZeuwJOO07s\njXo1RH7QlIcIRRvdCSU3el8jN3unK+BtGO9ukvDWUoXmhEeHPa108umI94GYbMtZu4Wbn+qCqrAs\nhfOLe3gfOUwTTYXXP/0ql+99SAieVvvt9a+vWSOqSlU1XZ54uhfmWug+EOLd+7ZrjW/Uxg+846MP\n9uQXRtQHdOVpjyEy+gAoh5I5lcqpVnIxT6/XghfLOJ5zQxRqb6gPpBAILiJOqa3gQiA5R+nKOASa\ns+B4UA6nCYfHxzX4PUakK106XgWcxwebHwpGkLHFSAD1jMkxLY1WGyn4W8KPqYkMrqHi6L2tAQQW\nXh+9Izi/2hsdycmK17drvaumKHA8b4LPej31TXCuSm9KaUou18QYGPwd3227v2aKlfu7RKuAD/z4\nZz/By596nb+7Pubyas8LL7xIr4Vdr3yizLy3NFJwHLRzFgpfFsebNN7I8HLc4nujabUBuxiK6utF\nyd4jXonqzWvs7Wou6pB1Q2vGkFvK4O1zFe14lPOzLU3h6D1La4QagEYUz2G+5vzsjGPNDKNnmq7Z\nbM5pq8avLp2XXnyJ+vgxy3624CXvbpcprJa6m2agazC6OLemFlv995Pn944Li3jc5cyf2WztpF0r\nzpvdzztlmjK1GaFmkwac98yLYfm1F3rvbMZks0ECIQ20uiAYuKHpzYnO4+pK6+mdgEc87HY7gnPU\nZif80+lkSxIn7FIyqkvpq9Soo62yqCI+cMoLrXlA2AwDudpJccmZLp5hSCTvQGEcI72ZHW+VrFPW\nRVHtbb1JB3O25EIVMaqQPl+MPOv11DfBXYqg2Kd43EDruCfmfZe+ctE6zQ+EtjA44cFmYPMEuGAc\nB9JgP/RDEfzxitgNyfRZBz8xF07nIy93xz+bK9+vM6Ky7jTtl0jXXA9Z/VYCJG+/rDZU13UFYn5T\nv9rtfkgs7RopRYRmBGpZCTWuUsVzWDKnXGHOt6b91tSgqasg+/HpxFn0dg00vYlpAp1Qa1ux8AYZ\n0I5Rcmo3iZHcvSd/d+7gI4Jn2J9MXj3b/DXFgHceEY9zSu2Nudl1GIEU4jqntNPmnGeiD1RgmSZE\n23ryzmiHEAIinfPtlq7KSa1JzrngxSZ26h3eCWOIZtdzikijqTMHh4v0IHbKFiGsi5cYo90URNkM\n0bScflyfu7N5oRggFiAGx7JUcjYgLto5TgvjODIGe8+1VQiRGNMPbfef17NZT/3H3HE5cSoTpWXy\nYjq61u9OV30xEEIiGyGkKX675fry+vYxDx68yPvvf8gP3v2Av/LVL3N0gR2VT3vPXzoPvPLKjlfT\nyHdrt7nY+h9ZN6/OWSP0YFh8sQXF7bZVbd6na5O52dYqIHrXsG1r6Zgney1ePGeDUhts48AQ4Gwz\nUko2bqB3nJ2dA0pRC36/vj4yTXXFQpmO7aZ88LdwVeccKnIr4g7eE58k2pSG5o6rHWmdiiLRk4aE\niiPEwFIK06mw3xs6K6/UZRUToGu3yOHoE96tpJkknI8bhuQZUgQHrXfb8vdObZ3tMDAMgeAghcB2\nM5KcUXUkOXzQNYozENYrbq2VWjutKrV05lwpTSmlUkqx01vHCDo4mipLKYj3JD/cht2f5spUGsel\n4OmcDZHXzneM3tk3uLfbEUNdZUnP69mup/4keL49Q7EcEOcc9E584u+n457t+Y6pNmoVYvCks/s8\nevcOr78se3otdGn8l7/4NT43jBzmyrfzzP9xdMwyMNH4vjZwHtctOa71J04BYnKdG7KIKhDtpJFc\ntIH96ga5xVb1vm511y+h8OH7H9BbpdbGSy+8wFkU3t5PHE92Veyrru6VF+6BCss0w3aDecEwesw0\no1RCiJRVKH3jRkFt09pqB0ymE4MtDoYnKNfqPIZArfi4w4kn10Jhdel0k8pcL4WPjhO5VpMG3Qie\nxYE4Gs10itrXpUVgUcNjOW8YNEFotVFFaaVRglt1eLCgdKpZEXsniaeLnaRLq6gThhCptdLWZqgq\nxGgfULk2UjRNZJ5nXHSWOlcruXbm1hh9NBmOCvspU1QZg8WpijqKdDsO1IaLgSDOTusa2c9PYNue\n1zNZT30TXBazhdFhmmfOtjvKE7Mt8axMPTHUEp2rjy65nubbx+z3V7Da4I6t8MapkX3EK3x77uAU\n7QWVwNIqKaQVWnADVTX3AG4F0asiCKKOIQywolO7dtQZlVkwKrQ+cdgWcVzuLX3Oh8CHV4/5sGTE\nYfh573HdrntOHNvNxpiDzeZ0giDSqHVteE7xzrahyooVc6CoOSHWvJHoHSk4Nk8sRqJ0VB2Bjned\n05QZkiMEiweIggXSL3WlqDhwQqt1bT6F5M3K15siwSIxc62EEPAi1GyPHVMAJ8SYaG2hlGbyIS+2\n7FBMRN4Vrx200zBheRoG5qWSYoBWb0/gwxCouZjzRDvegZOEaqcpSExsUgN15G5e667mGhlixIdg\nJ0ux19adbaGlK83ZjSDXTHj6L0vP6/9lPfVN8PGUSb7TtBK943g6sc93n87DkJhzYZNGkheIA/vL\nE22+k9HkxVDt2hviYZoz4jys20+TmAXbCDt7rF9nQV1A1RYPgTXYyTmjyGB+4hsni4rNDoMTepdV\ne/YkUFBw/WaDCR9/9RUePvwBWrqBQbHNZ0rxVhRMh+gsWxgHL9y/x0eXR0RWW1izRmjbYbsbJyeU\nbhnHgqwNyP/Qc/ExgDa0O5buWZznPAS2yRNEmOtsAVSnGeeEms3JEWNkmWZ8TCyt0poi2tEFxpjo\nQRhiwAsMXnAq9Krk1jhOMyKeGJXaBa/CohW/bnBFO80ZxFSbMmwGytKo0jnlyqAGQ2i9U3MBF+h0\ncrev57QTQ2QuC8kFSi3r2y63WsIxRbraFhivDMGu/y7byXrKC8kJTR0OT3PPZ4LPej31H3Otd0Q6\nu81oG0JvZJSbSlrt6uJMg/fd77/L6LP5Stdya2CHOId3diqyi129nfnZ9lFv/b4icAOd0xs3A2aj\ncm71o6oSQzDFhuoKeAVtnd6rSTTaXcM2pJM1SSfw9jvvElNkEwOhKwHwKDEFE6r0jvOsSxFzQRz2\nR0OLDcm8sGsC3Y08BmyZ0tUQVnozk+xyaxEDmLPN17z3DK7y937jO7gUOR83qCjejbz/aM8hd06l\n4cThXTegazAr2zgkgiquCS4I3nV23rbgpXVabcxLpimkcbwdFYiEFQ4LYxoZoo0TVJSmHSeOOAzW\n2DeO3RC557z5fkPAeY+Kp66MRPseYpvrPNmWeTayteKQG1WNKq0r18eZ/amwPyzMp3kllivH5UgQ\nsWt0LZyWuwXV83p266k/CZ6NAyEIbckMaUM3i/7t3/uQmKfFGkH0nObCJ2Xg3eUOFiAOnDqGGKml\nUbremvTdKmhWxcCk2pFezfsqN7ISRYIZ/q3RrIFL3eZ+vTfbpt7MAVdasl+D1m+fx0qwNmKTbXBb\nF5R+i30P1vWo2vESzJvboTVZIwCE811immdrzd3cE6X3tXmbWDnnYjEAQYycErxdS9fS1mCIiAPp\nhf2xcJRA1oZ6x+XVNVdz5vKUV1BCZMnGM6y13xyDGVIyhNg6i3QizCUTfKI0g4oV7chSbJO76u+M\nvdPpOVNzI8ZoTEjnTdOnnV2KHOfFbH+9EpwnBUdpjdElvESWVtfljOXCpBBwFEQs2yQ3ZW4GcXUC\np9nGD0OAi80G5wOlNoL3iCREHNE5KAXxDpXni5FnvZ7+Jpgix7KgzttgvVUTzK6V0sB+Kba11M5c\nCv/4/Y/I/e6lefEk58m90WuB5um+knqi0vBraxUxiIATywdp2DzQoAZ2OgzBGk/wDlZ6SQymW7xp\nkLYkMVfCkxk99bbZqgECYsA5z1zKumxRxs3WPLYEW716IddKx34hwxjBdYrqKteByl0DDGInquA9\nqCNGx2azwTk1zdzN+yaCa0pD6SFy7uA8BFxUwtQhOM7GyFKVOWeO00RTtRCoGOzkKcK8FJPndGM6\nSneAv6VQqwiOio92DRU6uTVcVJy37BgfjZvoxDHN2fJiBKZi3movDqpHoqep2lVX4SwFSllPgQ5O\nUyEvhXyTO6LKAIQUOEvCXCpnyRHTQOudQymwLEYmH0fTNZaZFCLRO7rzaLuDTjyvZ7Oe+ibonONs\n3HJ1PLA/Zcq88ODijizdeycv2XBI3U5BH11dEeN4+xgVpUaxnhI3ICfGFmkxEBZH9tmcBM3mfV3W\na1uXdX9qdjQRWSnWJg+5kU/c+FtvBMqoofXtGv7EYgSHigW40x33zwZQpWFXyZtkOvMAm2Wsrzh+\n7wUngR/7+Mu89e77JJdsU7tmDiN2xXbO0eaGrol12yExJvBuxD3hHY5RCNGRayf5wDAGxgBeG9en\nicNV5vFpuaX3iHcM3tO048VxOhxI40hYgaQhRATBdlg3Gcc2S03eseSMT4nWq2Gt6LRaSCEi4jkt\nM9EL0cNpmTnbnNEXZcpKLQZr7Qts4kCjkafMvAQ7JXcYxkgKjugSWzy1m3NGTKeE6457mw21Niod\ncTC6gAtCCI7W+vrhFqnVYhukK3N+fh1+1uupb4JLnlEXSGlASub8/jmHJ34wz02h5NAAACAASURB\nVM62vPn+Rzw+zlxsEnhPWRbube9+4T//+c9TikVFznXmwdl9Ikdef1H4+79/zQeXH5CXRn3C5eZW\nmolb1S66IpXMiG/b25sUJV2xS7ISnzuKX2Ur8QkUUwqBXoWmDYLj1Vde5Z23HwIQvMV1doHoImAC\naMGhdHyAIJ53334bCVu0TWs+h2nivBqZpXdrPorl6MbBGRvRGW7/pnRNxxuTnTg7kIKj5sr1aeHR\nfs/xuNC0sxlGwso5DM5moPd2Z+Sm6ybXTttKoxaTuPRScb4zpJG2rLQbIDq3JuMpg+8IFR8DZy7d\nLqPOUqSp0kdnFBtvJ1vtQikzvUOKft0Ud0JIlGUmq40UZLW/mZja9Idpaw3T947363KkLDSX6NU4\ngqo2KY5e7iISnqO0nvl6+ptgtcxwo7E4C+oOdw3ucNwzhMiHH17y4mdew8eID4WQ7n543/3eW+Su\nFGyw//C9PZ/9wut8+xtfZzk2s3Alj5RVV5eEqFB9xK+ZIi54hhDZnxaqqslW1OEcZDqss8WuZvBX\n7YRVdHtTXZopTdSjAj94+JBDqXadEwtvctpwrq/eY4v57FXxCGdnA/O1Ia2sQWLODW/xmsYbvCNX\nO2ekFF8ru3sjwxMnwYASYyIGC6cavElNrg+F9x6dmKqdUFUSp6lQemOpzULQ1Rp+jNHS41yCZv7d\naNQvwpBYykyZM60p2yEw58o2BQIdInSX2J8mxpwJDgiRVjt9lQX12pAgBOeZlwzONJpNhZIr9E5R\ncCuYIUZhmRaG7dao4CkQXTQHSLM5aAiB5sA3cDEiYh8im+QpK1Xm5kRfaluzW57Xs1xPfRPECSK2\npBiGiO8D7gnZwmc//TJvf7Bn6Z5vfOcHvHy2pfXGxXjnLy5tYamNac4cTzO1wvvvr4CFG5+vKq0L\ntSxcbCNxjNRc2V5cWCNbdYa1ZIpzJB9WRp0SVpAAYbWw9ZXd125iOe+qrXLji82W3iuuGxG5i4WA\nt3azkLErW++V1pU0jIzjhuVwIoVAK43lJvuidXwIdmLtjVz7GtjuiT7YKbD3H9qYW67uDGlgkyKb\nccNcletsfuBlKWxS5FS7zUWbnSSDs5lf7x2voDiWVpHgqCpGckEIvqMScR7E2TJERakIpZh9MCDc\n322IzrFU81WnYWCaJrwEXPAcciZ6ZxGgQEyJsmIHW6lsg+G2tAkVJQ6DSXtaM3+3a3aCzNU+HHC3\n2c69K7vR49RR1/HFXK2hhhBAOsLzxcizXk99E0xOAeHxdOCFcUfulfCEZeQn/sJf5hf/yX8BccvF\ngwvmaeZiu2F8Aht1fZg5TDP7U+YwF4OB9ptUSlnNHWoukVZxOF5+7RUevfWQe2EgLwsMA8E5Hl1N\nkAa2GxiSIyaPLnrrIb65QhkCLOLa3dVd1+WKRzkcDmzPz9huLefWrpN9xdbfJNKZhU+B/enI4XRi\nNwa8g2NdUfFrkzWxdqMUA5gOm4HN6ImibMaBzRh+qCGrN9ua87A7Gzi/2KAlU+disIqaLei9AF5o\nYq6O1irqAq135vV1WiqVUNvaMJ1wms0BE0NgExKdShA4XR9wKXA4nPAuEIPQxFFUVy1jpSKIs7lr\ncJ6yZCYqQYWMuUp8DNSqULO5dobAsigxCLk3QnAM0XBfrZgTRLoSBtMZttaoTZkb9GqAh14LKQVz\nn7RGqTa2eF7Pdj31TTA3xXnl47sHZFfxS1/hmVb/+3/z3zGVzmdevM8nXtiwzCNvPdqbGHity8PM\nXBpT6dSmlG6N1avN3Wx6bnY1EdPraVcL7V6zQrwKbh24T4cJ0YGgiTCabrCuOPeAu212rbd1V2yl\nq06ui91/xzhwzEfb5GKLE7/KWLoqrVa82MkJZ+rs3NXsXX59rmvz9QFcDXSvpCGwG0e2Ka7k5EDr\njv5kQ26dEAPDkNiMAy+/cI/j/sjl9YHH0wKAk0CL3YTG3RGiMKaB45QZnaO0QnCRhcp+mhnCQK4L\nvSt9qbbZXhZOqRBxiAefVjjDiiijK8ea17iAwOGwtw+QGEGFMThOzZZG3geSCMkHjvNMFywQKyS0\nK7UWYkpQdY0jEFq374NvYl93HU8o9r2d5krAdlUueKYl82C35TDb7DE+R2k98/XUN8FxSCylcGoZ\n6Z3mINa7pz2JUDTzidc+xksvb3nvrQ9YyoGtv7PN4TFXxjo0l9VehshKHRa6d3hAVLgsyvU336HW\nzvt/8F3ATllrNhL4yH5eQDrdb6xptmZzJBpdbiIzbZN8+1pSNCHzKsS+vj6sFOkO3lObbWrRRlOb\ngTaFmOLtDNA2q5ah67FtdnMWLlRqp9VO3ARicLf4ehGl9GJAg7XSAGnw+DEQBcatcJgWjtOyhhI5\ncq84hblUxhjMPpPWhYTA2bDluEwWhO49uS2IeJIX6hgoueKGyOAC6myOGp1b0VxCcJ3gEyqKtMbx\n6poYB/B9hUh4Fhe4N46ICFUbJcPjfGQ7DLRScSEwLTPjOBJjZAwR0zebnKdxl/ece4UCtVRSimuQ\nvTDlmSGNJtZujQ+u9ngxQvdpfr4dftbrqT/rzzkzzRkaHA8GQj2UOxfG8fqSvAjH/ZF7L7zGocxc\nHys//umP3T5m8J7Be8LNLNEB3AX+OISgBvl03pF7Y2qdAnbPFFAfwXtijCQHwQV6d2t2rYECvPdI\n8PgV92Qb5ru32K7LbQ2LEqp2QgiMYyB4WzQMY1w5dmqnzmUxlFezuaVfFx7ePyHJ6UqvJtT2wXE2\nDmxSYPCB7WbD2TAQxcETQIhchN4EXwWcY+yOy0Plo6vZ5qZq2siyXuvPdhdM9cQydYoop1JphlKg\nOENUbdb8jq5qy5YhEYAunZobtRTbxNZqV+2mXO5PXB1PZBw9BKq3vx83G5wXvHYKnevjCUXwXjlf\nM1fGMRJjZDMk8pw5lpncu407zEdEKw3B00vlJkFusz2jts6SK7l30jDSgZar2fFUjciD4J7zBJ/5\neupPgloViYl9WWxuMy3wxInGO0HV8ebDt3jl+w/4whde5wcPf4/33/vo9jGbTTLZhodGg3VIDrqm\nN1pguRO/8vhWmosTzF4viJq+T+SOpNKBJthSA6FhqWe9NX7zje//315LaUL05ohorSPecf/+jqur\nA+IVacLpcKTWjguF2p39e1dLn6xwV2/LaMrq2miYZS+lwOZsZDsaCaWWgsRAL9nGA0/c7Laj5R6f\n3UtE77iH8m4p5hjBobUhvbKaXLi8fsxp6qSdMs2NXUp8dHlFCNboJi0Wh6nmMd6mgdYzRUCnTEyR\ne9stu5TYH04svRNiwpXZbHjZUGiXh4mL3Y5pXdCoOFqrDJsNTc1JEnwy4ZAqQWxsEKJnbHDcn9Do\nDNKwakYfXNw3i964IeeFnCdCtLQ+1youJMr6oRjTQBfPkgtnm/ikzPN5PaP11DfBYyuUxWZfeV64\nOLvHcb676l4eMrVm3n245/Gr7zNeBD523/Hu9d1p8WK3I6XEWCrDNjMtlTxnlqXaYF/t6gjYcGj9\n4/uX+3+hr+U33vgeP/PFTxGdX32ywuNHVzQVvPNcbD2npSDOoyKIE5vjqZow21lk5borWmkzFmZU\nneJFOBtNCnMqmY6SWqd5v5JW7n6jgzh8jDZLU3j84SWPro6UHnBR6L2RxDFcDFw/PpDVsdsMtL6w\nWYPgtzJQW6OonaZrqbhgq5zcMsfjzLDZWDayKKfjTJ4yMSRUF0uDc3aSNX5iYJtGs/0tC94FqheG\nlLg+HAnBbHlVGoM4pnkipcQwpPXDKd56vZs65nnm1Rce4Lynt04uM8kHsrN5pNNOStE0gj6w5MWe\nW8uIeK7nTtDn1+FnvZ76JniWRnowF8FL5/dZtDGm4fbvay40bTx8dM3jOdPe+B7bsx2Pj3cUmf/p\nH//ev4qnfls/88VP8avfeBPg9n9/7l/70ZV2vG6WxfP5H/0Yv/uNN02g60wfl1fHiBNnSxCx+V+4\nwT7VTtVOqcpLL91nkxKocpozZ9udNafWEB8JTxxrtpvIkIStc9wTbjfmqDKdFtQ7msDxo2uDHbTG\nIo4yW1rcZrD5mXOO3io9O2rrbNa0tlI6u+2Gq8OBs92OUgpxGMnzQq4LU14I52mdnRrpRnsnBU9X\nZbfdWGSAKp6Gc/azMNWFQQ3OOmxGluPEeH6P07TQemezGWhqMe9pTJSl4p25bZa5UlBKtVHH5X7m\n4uyMbYosrdO7uY5QobZCFDg+74HPfD31TTD3TimVIUQOebZfinj3y/z3f/s7t39+41/i83jtwQVg\nUNOYPMkJ2yERh2hWsZUabSeStl6LV6xMdPypP/ZZ/vHvfvf26/2jP/gjfvrzP2I5uAqOxjf/6F0E\noUrHa6DVhogabboaJEK7Xbm12ZZcxfzImyEybBNDcMxHu/4mVZo3S1sIYuSw23KEDtenwid+9AGX\nh4mraSZrZRi3TDmTS6XdhA8JiDYevHTO4Bwpeo7HCecHTsuJpdjWfWid3AyAu3ED23FjfmnxnI7T\nykcs9A6P9hPaGudnI8u00J3HqekiXXN4B9cnYymmwbOfp9s4gVY7pTU2u3ss3Sg1uWSWnBGBGKLp\nCseB1iq5Vu6f7dgfj7RSiMlzsR0IvpPXbXv0gnMFrcomBN796NqE8M/rma6nvgnGEDlNMymZy6K1\nRi///Iy3X/0b/xHLPPPbb3zI73/nXT64vmZaCsuSyUW5PE7k5lmWvIZvm1e20K35qNJro3hP6Z2R\nFbyAEZmdM3CBdii9rUBWW4h89cc/jary61+30+BvffOt2/9PnVCacQVN9mLXVyeGrbpZsDhvtrwQ\nbMvqegdV7p9vGcSRc+P9w5FxM1iqWgj0rtQCwxPX4SF5tiFwfZrZusrj45HWIcSR6+NxtdoZk6/1\nxvbsHtNxzzRlshjBO7hAXSNLz0YLPHIedmlkmheOywKiRIGGMC0zu82GFAPVdeZ5xvnA/rjgnLAs\nM4MPltEC9JIJMZK8sCwN7ZU0nnF1nDg/23JYCsfHlwxDJBdzgwQnDCmw5Ip3rNGhgYTjdFrwwbN1\nkVILQwpUbWxCYD8tDMETQ6KInXA3G8db71z9c/+sPa//b9RT3wRPy8L52Rm9VzbNk11nmza3f/+z\nX/oU11Nmf1zYbSIvX5xxcXFGL8r/8mu/D8Bf/FM/yccfnPFjH3+Rdz/xIqqNaV7QbhvSVqF0ZSmN\nriueal2WdBzaoNGhKdU5age3ujI2A4RSDZrQzRHinFDV4h2RO7CqrmCFf+NLn7pthL/2z2yB8tWf\n+Ayrp87iO9FVvGZMxeAcXWw5Ep2nV6W3wlLg7N6GIXpC7zy8PDBuEn5d4gAMKd5eKW/LBd67OvHh\n9Ykf+WjPtDSUTpkWk5ZoZioVcZbadjqeWJpSpoz3nnw84SVSnS1YwlKprZGb4KRzOk0MKVlynYN5\nqsQ44Lyz+EwRNpsRuq50Ggt08j7iohG5HWZr885ReyGJYz5dM26syToBCYHTKbPdDSAmh8mlcVwm\nzsczshaGBk0bPhmSf55sMVYlMw4jhykzDIneO8c5WzxBqwxhwzsfvfUv/4f8ef0rrae+CdbaOenC\nZjBqysYPzE9Qo3/l62/y459+zcTFpTPnxsc3icf5cPuYaSkc5sJ7lwe7PrbG+48OXB32THlhKeaS\nWEqjdjFXxCr/UDreeRLJAr65W0x4b2HtXcSYhd5yituN3/iGQO2czf5VcT6SW+Vnv/xj9N751T+0\nK/Kv/eH3APj5r3zOOIHaCd6ozTdEGa8rwKFBKZV5KYQ03FrIHj460Dd2Kr3B7EtvOBW80x+ygNWc\nmZfC9Slzyp2pLAxjQFbogPcRYrilMHdRxugNlqqNe2mkiTL0ivjAvbMN07KgIpyOM5vNQAyR6TTR\nlkIVRcQzLw0XI6MLVBQjC3rolXujfbgJjuO0MGknRU9Rx24zsiwzYdjQuhLXwPbz3ZbzcUCd4/qw\nJ4wbcs1sYuJQMsEpp2rw1SEqh+NxfU2Kd5FlKeyip3tHXxohelQ7m+gpER4+uvs5el7PZj31AoDo\nPJvBkeeJJTeOc2cpjb/5H/+F28dskycOI4VA7p17u3ss5W6iPeXK5anw8PGJP3p4zXfeveLND695\ndFi4OmZOU+d0quTaqGtIt+V5CNEZY1C9iZztiuxIKTBER1qDeYI4nHbU2aYXLAujY7IWWa+8DV3d\nLIbH+rmvvP5Dr/eXf+c7KzzB/hmPSXSid0ao6dhJZy7MRanrQP/qcOQkdU3Cs8aVc6HWTu1Kd55h\nd7dQutyfePfRNQ+vT/zD3/oW33j7km89vOKyNFSFnBcEpeWM0BmiW4nQQkoburONtYpFeV7vD4Dg\nVqzVdrdBRNmebWniUIHtOBBjxDXzMVt0gdBaIQTHJiVOpxM5V862kTFGNrutBbuXugIlYLcZQCtD\nGjnNlf28sD8cSMMG7ZXjKZuXuxq+FgyYe7U/gjeG4/Zsh0dwfqAoFmQfAtrMeniYFnrzPNqf/iX8\nVD+vp6me+pNgcOBy52yzZVpm5rawiZ6r5U4r+Jd/4Sf41juXfOftdznOnX/2xnd/iJ03zYuBUWsx\nYW6tXO0nDqeFXM2dUYpJf1lT2zr6w/kgpaErry8FYUiRGCyjpN2gs9bGebM1NZQ83NClTZhtgUyG\n9DcC9c9/5fOgyi//7rcA+Ie/8y3+zE9/HguPdHSUXE0qU9a4yWkplqxGN1ILjZCCcb/oRp6JjipK\nVNvk5nJ3gtbS2C8V6PzxL76O04xPjqlUylIgek65EFOgFaUVZZon7u02JBpZZWULCsOwZVLHfppw\nGLZf3YKI43iyoPbtmhO8dMXToVmDFiywvijUvJDGRFBhUeg06jRTlmxSm26OmVwKwzDSeyMDFWWa\nK1UKg1N240BpDRcCvQlnY+LRvLAdk2G8aNS8EIdAKQtoo6uJ1YMTSy0czZHyvJ79euqb4FQyR1V2\nbtXzVeEQPC9u7w6xf/Vv/H3+2r/783zq/qf5ve885A/evmQY7igy01IptbE/TjjnWHJhmivdkAXU\n1tY+ZVKN29jMtXrvEITg7Ao8Rscm2oY0ers+OXFGaWaFH4gQRAjeLGZFDOnvbE9i1rPeEWenQhHh\nF37qdX7pn1oj/MXf+iYAP/+Tn6V1qLXRGxznhbnrioG3QKYma8hRb7eSk5gc3fQ0iBh/72yzvX1N\nl/uF+XTiVOB//NrX+ZGXz/n8a+fstoEGTMcTrXTOL+7RamEYItvtQK2FqQqqlQfnO0Q7y2JorzF4\nmkbUQQrCvFR2ZxtKbRTxzFMjeAjRMp29GiWnlAK+4yRQquK8UHNjcJ5Druy2O5wTtmtkaOmdUivO\neWotEBybpHQHiwplXlAf6OXEuNnw6NSIrrNUh2DcQOc8eS4mw3GePC/gAmUubMaRWpYfkhQ9r2e3\nnvom6FVIzlG6cL2/JqYNqSy8Vz3/7X/yF/n3//rfAWDYBNziQAJf/fLn+JV/+vXbr3G1n/BhFfT2\n1UalivZ+e+LzzpsTZCUM20zPrlLjkIgeNsOAW9PgxuSNc6jmXFBpFrfJus9QQdxqzQPC+mdQ6O62\nUfZeDcUvtgj5hZ96HdHOL67Sn1/+ve/y1S99hmkuTLmwqBIlMoaAw67CLgpl5RfOOTP4gFtzdtU5\ngvNsYrJIgLXevXzM5dSoWvEdvvODxjfffJ8XH9zjj/3oS3zi/hkNAe34zUhZMnEIBPXk0DkbdhyX\nhV0MOPUMgyerJ9fZLH+LiaPjmDgsM6O39y5KpNfGsRT7QBkTopCXbJt4Z1nKy1xpQyA5T8mZrAIB\njostbRyeOERGHym9MHVhDB1R0we2Wsne8ojHNFCKMo6eWhviHbkUWuuk6FhKZUzR8pkHC2p3LnA8\nPuE/f17PbD31TXAInn1ZuBjPcPd2SFeKOi6CY3jitrobRj48XRNSYDdGkLuX1rTTqxC82Ce/KLhO\nDN58uZbpfgtWcM4oyw5LoVPtbDcjvVdSCnjxtoxoDZG+Al9NQ9jWSE5VQVBKs2u28x4n1gi9A1GH\nrPh3g6Guqxh1KMqf/PKP8U9+/9sA/NrXbWnyyVdeJHlP8Eohs3HJMjxU8CJQOxoEM9J5xiEQrAMT\nRkNE3dRprutV3a9b584QIh88PvC/XR55ZZf46hc/xfnGkYK9P1ST/QzO4x1EEabWyDlzagLV4Z2J\nu3trPHjhnDlPvJLu4YPnen8kJEdvUKfMUhUkcDrNbIdEo+JdpwI+GEdyjAP744R4eHy0iNDddmTu\nFWojr4uuDtAddDjOk2kWPbg0UmvHjxEfIpfHibPNhtoawzDSasE5j0+Bw+FA7R5HIzhhHJ/6X4/n\n9S+gnvrvcvfKxTgQ1DE1szmN6nDA7O5mNv/hf/33+K/+vT9HdIGrw4n4BEpru0lrGpoJi1HhJrHO\nOcEFd2ur9RjqfpMi4iw4yfuwZnnE2wbnnAEJdIUa3MAYDDNqc7+ugNrX7sUIOF4UbaBiQui+orZq\nMyp17w1K45Qrn3n1Rb73hAf67fc/4vM/8ppBv9RZ6pvvJO9o6myzq3GV4ujK8/MEIB8Xar7bDre2\nbo/Vcllah6IVEY/vlYfXmb/z22/watrw01/+DBdDxPlIGJT5eGI/d1x3IJ3oA3mx5cZ+ySy5EWIi\n9coYBpxAaTCOA9pMQrTbJrQKzjXu3dvYTDV3kjg8QtdK9ANLKXgvNjaQTnXCYZ7wgKYVJIsQMXVA\nyZmicL7b0rtyPE2c7TacToXFFc7SwPVpIqhSsp2uBQzcmhL5lE2JIOCfBFc+r2e2nvom6EJAm+PR\n1SXDGNDaicNAWWY2Qfnb/+m/xV/6a/8DAPdGz8sXA3THxdndJvT+Lt1KVsyCJmYF425x4bzhqlDL\n2AVhTN6a53ryq80M/HZLbPbLKQFtdpJrvaPqEb82R3GoMw0iAr5bhonJedra9AzwOddKrjbrqlVx\nwTaxn/nYSzjn+M47RsL+5luWSfKFT70GCF489I52m2dW7ThJ5qzoattYhWXpHE/L7Xsyt26IMWNY\n0zE9n0hD1BtHrzoudeEf/e63EOf48uc+zifOAmPs0Nwaa2nLocNcGJJjiAPIwjIv1GTBVNsx0Fqj\nLAsSIqEDOJZlZuMj2htIMghqm9nGASFxddzTmnJxfsHhOJO2G15IgQ/3e+6PW45lsSu+g1zVZEHb\nRJwr18eJFD3jkHAiDN7ROiBCdIqXRPdCCgZSOM4GZw3es58Wem+E503w/xf11DfBXqGUmeo699LI\nNC3gFioNVG7jLgGu5oVtCuyPhfvbO0H1/fPtOufz6DqDM2EyVG04BW+CvhWIaj5W6RZi3sQWJ6qK\ntruEt5uIzZs8YhGP0Fa8FRRtlKa02mit3S44SquUakHgsGr/MKinirckuNUZ4r3Hobz+iVf51jvv\n3b6mN958yJc//bGVc2gA0rVj2/Ps3dLdMMDo/pj5cH+8e19VoTqaGn6+azNmoTj7L2ICcTwlK6KZ\nX/+DN9km+NTHXuZP/PjHyPuZi7NgYNVa6U4ttCnDvfPRTr29U/IMYtvwuRS252ec5slOXqqkGIhO\nqK0SSHz0+MQwjqQQYQjknvGuE51yKp0Xzu4h0olEWun4OCB9sggGPMMG5llv2YX740SMhjs7Tkfu\n7XY4HB9c77nYbVlqQ7WBt9N0LoUH93bM892HxvN6duupb4K1LDgcm3s7rg5H4m7Dfj6xi5s1dOfu\nB/WliwdcXz9kn+sTPGfwYtfVKNBugnRYHR1rCHtXcCJm5keM/izOZoXoLRW6tYaqnSpa67QGrWfL\nFG52rVTt5NJXTaGsAUzV5pTrvduHsBKNjRPonElhjOAVLOJz/Wcb5tv93CdeQgW++7YFy//+998F\n4F//4qeJooQQfihsXVVZcuWUK5eHidNyR9bpWNMRJ7bYWTORWTWGeiMVWpdEEhyudY5Z+MbbH/LN\nt97jy5/5OK9//JxlPljgfGmcqCbNKYIbE5mZUSL748RuE9mlQG4VUfARA6Yq64l14J1HH/KxVx9Q\n8swye0L0xiNEGPzA1fGKQXdkGpsUONaCtsIYB06lUPLJojeHDdA5nQ6klMwGKJ1xM5qucprIS+Zx\nd2btC4FlWcDZ0uo4L8R49wH7vJ7deuqb4KlWhhipewMIzPsj47jltMxI8Ljp7iX8B3/9b/NX/82f\n47RU9P8qb5C+RiqusZoKTaGsYUU3OcOtqc3zaqd1276WarKKqnaFNX2b2EBerKEoRqwWYQ2HArzg\n1wWNk7AGxNsmRtYlSWtGvLaFiqynMTs9ajddoXPOoK0i1N75/Cdf4Ztvv3/70n7zG9/nT3zpR+0E\n6TxjiERnKXJLNl3h3DrtiYwREcP112KvP4WI0hG1XI/WOz6sucdNcV1oqqgDrSZc/t3vvsM333zI\nV77wSe4luL/ZclJHmSai8xyu7QSYtgPDNjDljpNGdIE5N9I4cJhmkxP1Ti+FGDZcXV1TaicD95xh\nu2IITPORzRg4lpn748ZkM6NnNySuppldFGTY8vjykjJVNilaKFXNaF3YXpzh8JwWS/P72CsXvPfR\niW1UcrXRgTiopdyexJ/Xs19PfRP0TShtwYf/s713C7U1XfO7fs97+L5xmIdVa1XV3r2zd5/tQ0hs\n02gMuQh2jBIiCcQbBYUmIEoUPKE3hkCDiDcqKASN6EWD3nqhGNKIhFyomJNJq52k23Tv9D5U7aq1\n1lzzMMY3vu993+fx4nnHmKvSIh42zaTmeK5WVc0aa4wx5/jP5/A/ZFSFMUf2+z1jjkz7mYc28x//\nK3+UP/kf/jeAA9v9PDMtj0eT291CrcWPAK31fF5XUrTmgNZUMZGe29tHShwwfZ/ooNVd7x2cUibK\nsWPiMchIPKPErAH9eYSAVNcBy9HjuAOOmu8p6SBpFhAiRN9ZHjOM1YwhJZZa+ekf+gFEhF/55ncB\n+Mt/85v83D/4kwwpEcSBa66V3VyZe2fsXa6XmREsUs0lZUstnbxtKI2Ux7T1iAAAIABJREFUE2L9\n/YiCqRFjd5SJ2Q1eNbKbKn/xl3+Tl2Pm+jLxtRcvCFn51W99k5/84a9zMQRKKWxWK6a2h242USWS\naiOERFsqmAPPOgQWXVHLnlXO7EuhHRqirrSJVdgMiaUWrsY1Qx542E/sH2b2rWevhMQQIyFEmlSC\nRD56sSVJ5pPXN1yuE21I3O0WViuhtEjOgfWQeJhnNusVdTH2713Tz/XlrScPguOYebdbmHe+eDdJ\nPOz2jEEoDSRGyI8f7jc3d3zrO28o+vjSbt7d07ENJHr4ED6qgo+PMafT4QQgEGjajyTvOw+Yc9Ho\nnZs7H3tWRW2N0A8wDmaCdvVewwhipBCpeFeK3zRQAjl4kJPq0X7fx2MTcXJ1EM8xrq2bKbjjzM/+\nxDf4a7/qIv+/8FfcTOwf+70/RWvqh5bFjy0Q+us+vgw3c5CTwYOgIkTpyXX92KKtEcwT71D35cMa\nSKA17fFUxkNdeHi7cFcav/8nf4ivvdpysd6ylMo6B+9K1SjzntVqxSoK724fQJRX11dgjcvNhWvF\n9+5UE2rlcCjEFEndB8yK7+7Sag2i3E+Lp9whHnUgoOK7wHFoxCVx/WLLm7uJYIuTtok8PEykkLjY\nDE6Ez/Dubse4HgiS+ezuNR9vt9/Hn+RzPdV68pT4WiqGYDmyV6Muhe+822ExElcbdgT0cdXFf/7f\n/w1W2xUXl4/X4c1m5PJixXY9sl4NjGMmpehh5yg5wCoFVsltrIIIagUkUhtYz57QWjyMiUdViKl3\nMILhh0o7UWdEjJQDeYzklb/V2neRQxZyCESBHDzPN4SASYTgbidYIFjs3MIOfClSzL0EQ++qfv/v\n/pEvvGf/3V/6WxyKscyNQ10gBu9y31PBVG2n8dyCEGMgeYqHh8NXV7S4Ian1/GBz2pCIO+70iIII\naHNa0Lv7hT//V3+NX/n23t+ftrDfL76Tbe4ebdX4/PUtkjNptWZ38KCkIUWm6cC82zOIcpEH8piI\nOZKjH6uqGbPBIJH7u8Z3Xt9zMx1oQ6ZagZ7ONy0zh1KYa2E/V2JU7nY7Asb9w86dukWZqnKoBbUI\nElkOLt97dbmF/OQ/Huf6PtST/y7LkLifJgY1RjN+3z/wo/wTv/d3EyjsplsuoqAC//6f/KOn/8fM\nIyWPpVWZ5+oBRj2ndrcv3N3PPOwbS4MYPAoyBc/1CDFirTIkB7yjK0t/VideYJJI7AYHOSaPzxQP\naocAhqfZVSOkx0Amv8j6o4Ukp87Rg8sjIQlDdlLysRFdpcwQA+ucGHNkSIEhZ0D4A7/nJ/gDv+cn\nTq/5f/zlX+Mv/a3fwCxQiwsEw3s7wZwCIUJMkRyid8FBCFFJYyQmIefoPMrgxq9YJzpXXyOYel5z\nrQ1VozRDtBKs8enNO37pr/4637vz3d40TTzUBUJArbK5WLMdM1ebzGYzkHPmbl9RC6RhoGngzX4i\npYR2wG1mrHJCgM/evOPTN2+ppYIa7z5/g9qABmE9Zq4uN4xhoFrl9u079lMjrkdmLWgTQvQVyH5/\nIFC5e9gjITJp60aylf17gV7n+vLWkx+Hb97uGPOKWZ2A+xf/+m9iZUGGNS8uE69vbiEFVvmx84sC\ny3vZEIdS3c1FlSG5PZSJUINbTJmpd0l9xE3imRQhuQvMcfT0KMoKZOfm9fhO638282NziBm0EUVI\n0Uds6dSVIOKPdRyXMcSC++7RU+xQN4AwJyNr78gqrnIxk7778+ttLdBqRQL8w7/zR/iff+U3Tq/9\nl/+P3+R3/egPosYXjkUO0pGmPvrGGDs5XLoS5lFi2Jq6Mw3+PtVaKbXSQoDm0kNEyBJoY+bl9ZZt\nTkwPhV/6y3+by6sNP/e7fvDEu1uvBiie7AeB7WrF7n6iNOWzm1uuP3jBYT6Q88j+fgfiRqlimdv9\nzJAjxEQcMxv8fbu6vuR+f+DmZubjly/YDJkcE3dL5YOXI2qNaSpoyqQsvH674/JqxSCRh6mRojAf\nJkLK7HcHYhTye780zvXlrScPgkZgmhfyas1hnpnLQl6PYPDu5r7L2gx577f2T//wx/xqp5EAxCGS\nApQSaOqHlmqKiDtBCx6TGWNgWQoSEyn1rNqqEKK7PR//LqPrcD3c20PNA8fPTBDIq+wZIK0xDIla\n2yMIqaISUVrXJysB78YCbh9mpv1SnJDkB5k8ZFdTHEPczSi19XE59uej/MyPfwMT45d/7dsA/G+/\n7gauv/NHv/H4nsTYTWMbyR+VHJ0TiBjSx306bcZEaEujiQOhAKWHw2O+RlhvRq4v12zWiTorb/c7\nIsIyPfB6OnAZjGaBFFfMRRkMri5GpCn3+4m7Rbl+cc087ViPA6UW1kOG5Ppx308q7x4Wri/WhJgw\nLUQGsMY4DlxvBhaAuUJwd+nvvLllDImcU3dmbHxwvUaC50wPw8j9fmYYhq52EZbZu9VzffnryYPg\nXZthgcVmlMbFuCZizGUmJiPkgfvdzEEa/9G/8Ef4l//sn+MXf+mv8ad+/g/xP/XHuB4GZjVWo3BY\nCiYegh6sOUk4GhIhdpeYuVZCJ0eDMAQnL9fWqOoAGDvhz52kg4ev0/lu0aNFggEx0jDykHwsVkVT\nJAKDeGekzQ8fMcCYY7fZirTmShPrbtWCd2utCrUTsM3of3awLk1RdXfqn/mxb/A3/s6jM/Kv/Prj\nn+dSfU8XEzKAqDqRPEbEQu9Qu4MOQtMFi3Ky3E9EtuuBHBrDEPnwgyuutyM/8gMfsk2J73x2w099\n7QMeHm65ut4yArd7pdgBs5GH/Y6L7ZZPXt+zLJXVmFgPwotXL3j3udt6mSUajc0wkiJQhAKsg3er\n88GNDsJqYQwZFagiDCYcysJOIybKKkQkCsvSuJ8mrre+f4whOtugVC5XgbkoGhRrQhhWTLuzl+Bz\nqCcPgika48cb2q6yGta0oNy+e+eAEBOvb95R4yUfbY3b90w/lv3jD/A/+vt+nKUq07zj7V3h3buZ\nNw/3HJoyFyNIYjWOviDt42ppDWswBg9v1wBShUznACJYU/IgnvFbfcQdTpnIx1xMSAKx7/+0G6vm\nGH00NoMhOC+vmyOIiCtFepdonUzdMGqD0nOT7ahW6f6HtRYMd79p2ggp8zM/8UMYwi//6je/8L6K\niO8ojzu/qKj6/rHUxhATrdVTpGeMAx9/eMlmFXm52lDq4qYHRfu4Grnabkgh8O7dA6qVzcWKy/VL\nFNhNCxKNV+srlgoXF1sO04HNamBqlRhXhGB89slbxiFxezezThlJidtpZrvasFt2WBUOIbC1xN1h\n4tVVhJa4n2eutxc81Mph/0C1wHo09tVYD5lWfT2yWq2QFJAg7KeFd7czBnxwuSalyHU0bvbGOlTC\nOHKuL389eRC8XF2xn2akWR8X3W5JxY36vv7VV3zv/oH7g/Dh1SOv62pzefpzQNgOma9cfJWvv6y8\neXdPbC8p48Bf+Zu/TmmJuBoYqkvoxHyf1zLEKKeDwpgC0gOPWvPxNmacwnK03urqlIb1w4k7q9Ra\niTGhzRhCIMXotBgRFm0+Q6uP56puqBD6cUVNoTmwtao0NSQGpB9qUqe5RAGR8FsA7/+qxjHx6npL\ntMJ2vWa7XrG0ygebLbtpxyqPNGmIKhfrFYdlYVDYlQVtjVoMGQdIlUGMqTR2b25RhFX0HW1qsCve\nXcaY2Gw2iDUOs9NTVJt//TgyTW7BJRYoza/r9/PCGgfa17vXhLhitUpscLnji8sVh6WyWhk5u11/\n6eFNyYxifrF/mBe240iwwov1yO3tHkZle7EhTTCsRuqyMIwjaomvbzOf30xoO5uqPod68iA4LTM6\nFYYXG6ayMBDYXF2wzDuCDex2ha9sLxGBu7vHsPQ//Yu/dPrzEAMpR0qZiEPmcrvmcFgY5j3/+N//\n9zFcDOz2E//7b7rHntUFSiVrJKghMZ4UHj7SViy7X1933wfcRj9IRHFdsGAM3cPPSdF+8cW6LC1l\nUjCsugVXVSOoW8I3VaodDygN6aBRmvK//O3f4P9vvbre8js+vuIiQmmNZMICLPMMBWoHkGqV7356\ny2YdaSlg5nkpivFud8/11ZZVjtTdTJWERZiXSsVBrGrjentB08rhsGeVV6xXKw77mWFc8bA7sBp9\nZ/p4jY6oKqvU2O1m0hAZV2tKU+bdhKwGXt8+8OJ6g5hiLbFY4HB4YBgHUoxM1chtoZgxhkTTxnaz\nZqlGGjyXuC4FNXh7O7HKmRAqc21Mew9bCufDyLOoJw+CVt02frnbcX1xyWSNV+uBt7sDm6sB2bq7\ncjbh8uMX/Kf/xj/JP//v/VdfeIwf/+orljqDJQ5LZZvhW9MbxmHNxSpzvd3wYx+/4qe+8Yq/+/nE\nza7w7c9uuNsfqNWIOGWkqdJMqM3NSmnSVRXVxffmgohaGxElhkTohOcWIlk8S9c0MrfGogu+QBSs\n+k7xL/z1X/u+vXc/97M/xRCFEAMvL69Y6sLFxZq37+7IFxum25nP6sy8X5jnwlc++phxFbh9ODAM\njdUoWCnkIZCGDbv9A+MQKUtju9oQckRwp5i5NOopDCpAa6QYCAJTrWQRhhRZijLtZrfgSsGjQ2sj\nRPc7XG1WqMLDbmHIwqIFKxFDGdPAg/gaYrNOXG43HOKMGMzTwjiOXaUD6xSwYcUyTR6JqpXDUtnv\nDqQhYhKcjpOE6xxZauFut/fckmVBLbI9T8PPop48CMYR9ofG9Ysrqs5sZKDGwPajNW2KXG0zd7sH\nHky4SCMsv1Xv+fbhntWw5eZ+BwTuHvYOZFJ5syt89asDm4sVF3XFzdtKvhB++ms/xsPcONSZm72y\nn3Y87GYWdf/Au4cdY8oUjCADrVVadY7MQQIlQRLXpFRVVjnyS//D//p9fW/+8D/048ySqAfnAOYc\nabowrLe0ahSEqjDNE28f9kgFBqf/GA+eDxIGalMKwiKFt69veHu7593dARNDWiOMA5RvcTEOfPjy\nGsS42IC2yg9/7RWfvblxIAc0GLUqm/WGhcoqph5nWdnvFg7ayOPI9bhhWRZ2i7I/PLAaBtKw8oD2\nEIjRaC0zrmCUzM3dAzfLHV99uaXUytXFBdM0s9qsCa1RzBBraCdLSxLqfmE9jhyWypBG7nYHrrYj\nRZWQMrv9nhSElAZWQ8RscANZEm1Z2B3OneBzqCcPgq8urlkPlfUYqUtmMWPTKitZcx/viWlkM2TG\nGJGY2T/sfstjTIdGlgnDmKY9rbkrSSmNMRvjMLIZI1PZsd4G6rLm25+85vL6EmmRr20Dh2FN/OiK\n/WFhuT+wXKxRMz56cUEQ41/9M//19/V1/+v/1B9EtLFarVnmiZigNWfrLUshxJHwI1/ncJjJG8Vs\nzdv7HTld88mnr2kyUFSZpWFLxUJiGBP7OjNa4NXLa27vHnizu6dJYDtm3r3bsd9NvLtfmC0QaIhk\nqIqQuGnGfPuO7XYFh8bles3n7265Xo+8vpu4ulxT1U1Qb+7v+eiDlyxSSNZYjStKM8YqmDV+8+aG\nr3/0kushs71cscwH52nmEYKxigO1zJRqlFB5+eqKdLunMbK+iEyHhdWYna6UEzJPDMkDlvKYUYNF\nKrMaJpWikIdAjpEWhHma/DIeMs0qc4ksGrm923GxGlmv1y7RO9eXvp48CL54cc0rCqLO3YqDEM3Q\npnxw+QrLoxORm7I7zHz86gN+8U//M/z8v/1fnh7jd3z1K2gtTPrAZrPhcCiMu3v2ZcQEbh4KpSwE\nERoJXfZstyM3t+9Yrba0Bv/mn/1z37fX9At/4o8wlwWzxna9ZS4HogW352/K7WHi5rbw9Y8vqGXq\no2Ij9H0bMTPXhYvNig8/uObvfO+W7Xrmg80aiYGLH/waIWVuH+756ocf8u3vfIc0XrAZMm/ub6ga\n+MGvvOJXf2Ph+sWaIUc++uAFy37P3/208sH1immemRe//BrKRy+vWaXI9cWKLIEhRQ5zpbXKoo2L\nTSJFgTgSx8DLy0tajqzSSAyREiIpZcbg/MoLwKIbvyYgrLfeSWpDtTGXmTQOxBiprdGWSswRCcph\nagjwcDggUyUkYTfNrEc4lMbYA97zkLm7fWCzHpEEKQVuD7MHdhFdy1wXLrLRqpEEck8NfJiV/XRW\njDyHevIgePdu4vXdLa9eXEKdGDSxHlesNltKXdg/3JNCYn84cLUe2T/cQ/iiI/Cnn71ms17TGuyn\nPTc3t6QYudkf+PjFhj/x7/4X39fn/As//4dYr1dYM/Z1YRUGDwQf1yCNhzJztVkxzwtjFoaw4vOb\nO1QiOQlDTHz81ZHaAvu5MK5c4jYfZvZL6xSdSlkqD7uJr3/1msN+T50r074QY8YOB15cXHD77h1D\nHKjLzNQakIgh8Ol3P+PFxZoPrrZshszhcGCaKh9dX5EEil3i2ciQCO7CLJEobqFTSgMxQidph1Rd\nZSN+rW7zjNTgxOVu/iBxoKXsiX4hkMk9lF2o4vQcMf8lFzacLvVihjRzS6zWsFYptWDVsFa7oWxk\nXloncSu1mZux5sShKPvSiBJo5vbehucrY8bb6iH1OUeGONAM1Crb1ZNXlZ7r+1BPHgTDYLz88Ioh\nBqoMmGU++eyemA98cLHmezc77u8nNtsN1+qE18L0hcf41/6T//b79nz+g3/pj4O4UmM+LISQOUz3\nSF7RzDXD7hNo1Hlh3AysJFJD4n6eyCkwjiPKQDVl9zCxOxQsJl5crVgOhd1c2ZgxVVfKBFwyWBVG\nqRCE1uBQC4TA7bv7LnNTJAw8LAu0xsPuLXOt1Oba4VKbX6BDIBpYTDQTNmNmWRY0ujxOEVbiOhYL\nHuQkhpuw5owWl8o95qoIMaSTyFnNsBScc9kcwKpWWilg7l7dDJaUsRRJw4jkAZOIEHoSoKEoZsFB\n0wxZeeSAtAqtA6A2tMzYXB0cmxHwCIRFzalOnc6k1O7n6KqR1tUwEsR1JKXxUCrWXXt4T39+ri9v\nPXkQPJTKdNgxxwHJiTJPpGFkmiZCMKa5sLnckEOkAmGVSBX+nX/uD/On/rM////q7/oz/+Ifo4jw\n9n7HkAdabQxj8lAnNeZp5iGPjKvIXBckQIywxEhQT0YzK1xu1twcFiQYujT2zUe27dUVWhUV5c3t\nLZcXV5RFYDuSQ3S352BYUHZzA4NpmrHQwArzXCna0B5CjkQ/yKjz5DCo9cBuWdw3sRmglOZWWlHc\nDTsE9w0MUXl904DG1XbLmAMhdsutIEQJ/Wu7eia62zbirjkmAqJuLmGCNUDoiX4utSN5xjDiaXwW\nEiFlknh2i3X9sJrL7xrmGmXn4fQs+dqBy4i1UktlqcWjDtS5oVorYDRrPsIbHl8gbgNW2+L0HtRt\n/8WNMVprWHEXxQJgzsdEPKL1XF/+evIg2CqoJualskwFDYlvvfmEH7i4IDYhDInNuGK333N7d8/m\n4pLD7oHN5Rd1n//WP/2PsLpYM817ysFwB7rAepO5utqyjZEZ5W5aEIG5LYgElqUi1gnKQdjPe97t\nGpvVihyhSONqs8II7B5mYoL73UxKA2G9hiG7DE2MFgJ7bRQ14uXIzgRLg3+gY+K2NjRskWHNUhcO\n794x7ydSt98y8US1+7pQSyOK7wglBrZDBoNDKyzFJXXH8m5NsW597f2NewVq8ByTgrHpCX3W+ZDW\nTRjVXE+sdDmdP5pHA3TrrwaQAyEkckoQozvxpEiUhARo1X0SmyqtGx9o846vLQuo9W94o9XiQF6r\nB1lpjyjA3buPMQbgkarSQVKsG1R0X8S5FZpZV9iIgyDi74N6wp+Z8zpD9N2ymfVEvzMIPod68iAo\nYqToGuEsAazxsz/8g6xXkbuHiXneE3OimXF5eU2TwvZqCzHzC//sH2QGLtYr9mLc3x+QECDBzdtb\nrq+umQ8zt2WmbbYsZWE3V8YxMQ4rlsPMolBbIcWEqiExuUV7qVDAbHEvPfWOy9RIecDqA9Ugr7cM\nL164hVQQllk8pN1c3WHNLQy0CpC6VjfQwgpefEgadky3t9RpRrWwtIJWobTl5CJjKogpVd3uHwIm\nbuiQg5vIqngjB8eAKJDoxgtjSgxRPO6zOyZW8UyUBu7AY4mU/Z9jHrrQWghx5WNsHymNQHnPlr4t\nhlrriXgVLd7JUf3PrVZQZS7FOX6izq3Eeo5L80OG2/V0E9hGs9h/PqTrpo/2adqljx5QZWY0g1bN\n4wOCg//JBdz6e0Kjv3mAJwu+705+ri9vPXkQDNIYQ+J+mbm+uGba79jZnnd3bgF/qIrc3iMxoDSW\nWcnBPxSFxuVmw2FZCHlgHYylNPb7mdbgO5+8ZhgHrq+3THXPUipqwn4qpFww0/5BrORU0W6WGqKT\nnc36h6cJ0LomeOThUJGmoMZ0uCEeZsIHr9wnz9QX+n3MUxq1KNodWyQmtPnzaAqTZPKLj7B0R7t/\nR6iVhQUJvjvL2WV29ANFCoEo7hrd3BkfC9G7WRGCGhyT8nqoVB4GQso+DoogKSHBwS3EAY0gIVHd\ndoUmwX8hSECrK1pU3cyhLcVT+mql1kKbF7QVtFWsNsBQK9TWeeJ457ksCyGkR4CWR6sx1MfXY/lz\nr+4mHQOoYNoIzQ0t/AEM8QDorrrpMQil+XiuvruUYO4CdMygOZo8irI/p809i3ryILgdL7g9TFxd\nvfDoyGni+uqSqU2sN2su1srFamQ6HPwDIYm6LMzzTA6Z3cPCfmksWtBmbqRQGsuizh2L3ndUNWZP\nJHf3FAomwfN8JbA0c+cZGsvcWLqrsogrRVprLv0aYK6t2z6ZO5tMC2k3s/nK12noSRbmI6udcokD\nRtDmezn88hrDgIkyvHjJ6uqa+e4N3N2jtdLUO5oU+ge6dzfNTlkCrjumA6F6F7wKAQ0RcsZiwrZr\nSh58D9hjPz2TxPXZRSvSnabdSbWitUBrlGXBmqK6UItfb6P0PGVzw1P6szna+4v42Fprd6q2ACFi\n0oOdausWaf3r9TGkXsQVMNZ6V9i0P16g8RgXYNpO4Vduc9bTAhX3egzdq7H5aOwu4ZzAsllif+4E\nn0U9eRC0WNhsRh4edqSQ+OjlNdYq19s1pcwEMeZ5wUw4TAvzUkkhMM2FQ2lM04yau08Hw7ufUjhU\n/wFf5+QE2qqIxVPA0lwh9A9VjM7fa7VRtINoU1KKiFZaH+eaQlh8F+dZxA50IQRqvUdff0p+8SES\n/GlYCD6CxuDaYlVCikQxSvOubgxCrbXHXka2L7/CsN7y8OYtHPaYFvcm7E4z3j1BCBFLPhaHYSDl\nTI4DEuAb65FC4hAikyoWhNJ3dLU6hURVPZxKjVZmainU+eDX2FYc4NVz9uy0q/OOjBh6St17gfc9\nncoT/3w/KUSiVopBM6ewSH/Pj9b/x2u19l8OQP97OcWBxpj6wefo3dM7SLNTtKB3qq71NnNdt/+n\n1nNTHn/mGkYSYzmD4LOoJw+C5QAiCxfrRCvuxmLmV+PDoTJV7/AgUHvY0dV2zX4uLLVRcXeWvM7Q\nlNaMRiQmiMF/+9/fTzT1Di72D60Bah5qBD14yNwSv+gxXwNMG3OpPclNH/+9dacXcefqECJtf8ew\nWpMvrpEc3e4/5KNvqQNXv2qaeWbH8UCpmF+QTZDNFZuQOdzdMN3dI0FIORNSxoiEIZPzQEzRA+dj\nxF0JI7E1ZPDApqrqO8mlUfturi2LB5AvE0tZSBLQVhGMWhfv6HB7eiSgIUGLIK3/t3hK7EspnLpT\nfx9ArEBIQMBqQyUSI1jt3dgxjhSwToIHP978vXU01F1K78pDD7ayDrLHdMAOgIR+OOkQaCp+cup8\nRxM3x43dEWM3n9PmnkM9eRCsOtOAtogv0cWBaH8oLA12u0IcBkRgmmdqq2hzt5VqnhscAFs8R7h0\nR2YBsgn1sFDUmI/Hg/5RLr3LaD1Prdoxhc67lNbU0+VCX96H2MfovlsyIWKEnhoHRjDj4eZzViGR\nLy76wl9OI5iThaFWb0waSujWXGZudx8QzwDOA+PLj0irK3e5ybEDiBC0EYOPw03wPaBC00LRyqdT\noS6VUg601nd3tfkhQRdioEeRRjeKMN+0RZw7GIL46Bxjf48E0wyixGjkzj8UARN/3WPuBrLVOYK1\nNSyCBP/+EPCjS/TnbfZo869dg23mIenu0ON2ZTEcAbaDHop2EAshgJr/czDvNPsx6bEU1egmGCFi\n1mM7Tyl85/qy15MHwUOxHoJuJ9pHVbjbFYo2BwZTam0cpsL68oL9tKMSaU1oVf2D1Xz3puYdREqJ\nbEYotVvtd+6ceBzlKJ2kC1hrJOjkkONuq4MXoSfPBYouvt/Cx63moXBOuVB1tUKI3H/6CduvfZ00\numOKah/lxMc/JLh9Fh7JadbHZgViIASDFhAT0npzcsDGILRCUFdX0Mfxuixo8x1irJVJF1dhSO9Y\ntWLanDzSf8mYBL+mihsjxBAp6qTrGFIPhM+M40Atrt4obSHERD7K4VJ2C//QGHJGVVlEiR2sT1Ck\niohHHOTUQ6yAWj1uoLTq9JUOSjm6rZjTELOn4PVEvqUUWjWaaacVuauNaI9KRU7B807Ric7xDhHp\n3EExcfrPuZ5FPXkQnGbni4W+5zEzDktlKgUzIaVMrdU7l+CyKKdsZKJBGEKnW0g3ejZSSCBGDEIR\nCE0xVbIE32kFH71y8Bxg6yFJqo25c9aaaR+RfR+HFsDT2ELERzIchDGl9ZHLSb17dp9+h82HHyEh\n9VzgPkyKKzSaVQ9Xqo3aPNfDjw6PQCwizqlTV4OIVqRVpDW/xsZu52/9wtpVYINENBjBoGihVSGl\nrsYI/ZraGjl5iPlcfN+XhoyYkHNiux7JeexWWKkfhpwbmCR0ZUoPb89KzpmmMGr2A0XPZamqNC09\nB9lOUaYA46rvKVWRrnSRlLvszTo4AxZ89DcofZepqn6V7pfh1h5XHU39+y0d+I6lBikmcurk7XM9\ni3ryINhKxfsPaBYxdfXDZrtmmpbT8lvNYxJz8csiZlh8DEaX/gEIjDZ+AAAQAklEQVQ47onUlBZc\n0VD7Atz6+OppcEoDpMdjtlY6wZouY+j9ngSqtlPmiATvNqV/ULXLspIEP1jg45se9uy+9wngeRhR\nIjE43y9G//vFHNSb1r7Ed+pLPO3KBImw1Oa7MG9tfCQ2vgAsiNNlACT5f29mhJj7SOlHjBChFiWk\nxDiO5BhZ6o4YIxfjiImwWg+sh/EUMh+y8xuHDjjB6BfY5G+VuBt4EgXLWGs0891b0Uaro4+oAtaV\nLapufgq4k7T6zjXH6ORnpIezSN/t9cVFTP7LzIymg79v6quLGEI3aXCVTXgvKqHZMXUvEEMinQ1V\nn009eRDcLx4i1NSouocmntOhDnxlWTyeEh9zizbn2uEfqJCik3Kx04e2oqSYmLtKoZgfTIIYuZ8Y\nmykijWDeoamCilDptECJBLFHYD3upDoQgI94HMcys1P35uTjilQlAKH5Pqp10BJLLuuy1h8HalOy\nQNNGlUAksFhlRSSJYdGfMyl618fjngzwXVfIRBFyiog53y+k6HGWakhKxBj8YNNgPY6UUsgxs7nY\nkFJgTJkYYz9KAHhEgMTmByoRJChZA7EDPwRM4diKmrisjmAkEVeTaNfI9cNF7IH2ZkaV0LtKt0DD\n1A9EcvxeWX/vfG/Z7HhR9g7Q6T6BWv2AZn1lUdVOIHjcQ2qDoqB6Poo8l3ryIHi39/Sk1gwLTpWw\nIhT14wTAevCxbJomrBjRPLwc/DJrwbBmJ7v0EPtxQ42l62ydOJv7QaR3esZJJkZwB2QDUvLxr3Wo\nTXIk9Xp35l/uB4Dgwlp/vL7ryj2LBLzTC8GDf+JR80ojiI/x2jyAiRiQYL2jdIfq2Kkjx8tpNEAC\nlYbECLW55X8QJK7IMXC5XTMM2d2vh8wQ00lLfDoajCNVnbc4zxMhBcZxYJWzH4j61/nxQ6BVNyjQ\nDtjVX8tRyqY9pJ1gpC7/Q3GVjHpeCOYHFlHvn6M4zaapX3rNnHzezAG63+xp2Oly31p1GqPPyzRr\naPHQdjMnc0t3khER73jFTWDd1t+vxQ2jnekxz6aePAjW5qr8ZgY1dPBzUFFtGJHSKjkmXLyhmFVG\nMog7K6tyygf5Ynd0vCg+6muPY6F2MrQeyb4doIL04KXQyX7HTlAdIMUgddF+wHwMi7Hv+pzA27S5\ntVQI7rKCj+BB3AYqhkBOiVoLKTnlJEeBGLEOutIBInaJHGYMKWHNGFaD78S6dE5EGMaR9cWai9Xq\nC+9vkJ5x3N+H0MEnx0hrvncViUSOq4XQXaSdkOzvGn1va5g6XaiYsJh57nC/1r+/StB+LDpSngDv\nzMyBtDX1wCUgmgOjqnd9tVYCSu2XFfNvDLVUBO8qk/hlXIt6XkqEUza09nWIAdJIJFTogOo0q9OT\nOteXvp48CKaUKWVxgf6pq9DedHl3VKsyx3LK+QjmeSDHrfdxTD1KQ4XQ4ym9n8gpoQ2MRg6JpXmk\npRwtnHChRAzO5WvqBGhTRWPosq7QL45uda/Hi21wL5JAv0wH8XD34NQZFefY+fOM5HikyihD8oAg\nOmE4tN6XmkvCBkn+WszD0kM4EoAdjD24KLJeb8hjZDWusKP0r/MfmxMT/RJ+5EKqQd+blQ5Sc2n9\ndbV+VYaluCqGThtKElhaoVQ9XcRNPVTq8fiD01bwUVW1EXs41ZG6EnA6kK8W+gvq38eiDbHgHdwp\nG5pTTrKI8wWL+sjsBgmN1sTdY/rPVava94lKC5VgnhujRzne2Urw2dSTB8FmHssYJGLvOaMAYIY2\nh4g4bAih9c7KO8ghZ5Za+gdeThQbU/UxuX+AIzgXTXsH2LpfnuLL9D7WxZi6fQkgkBFIiVYrktxD\nUEycy9aqy7Y6h9B6RygxMaboYecCc88bztHpIGEYWIrHc2K+K8SaKyqOpgDiXePxAp2AeHRFUe0Z\nHZmUM+vVyDgOmBp1Lv29dBVKMyPokZxtLN2AoNbqe0E1d9y2wM1868N/P7yocVKyYEqnUaIYpZT+\n7TFSin3PiQMwx6/zdYaZkbOrO1q/AFdrXZssj9d59d1qCtJJ0b5PleAdpP/SCvQEVEwjakdHGNcE\nS5Q+FncbMOv9uviEIbUh+Ggs8lvJ2ef6ctaTB8GQB4RGEKOo9F2bQs/zFRGGvOJqu6HWyt1ujzZI\nsY+k5ldc1eOOR9wcNARUl74Hwj9UMbBocwJv3+elFCmly9bUPFEt+vEhRt8fjTlTg7gLs7jhwpB8\nvxiCRzeWfgwQwcd0gxASIjNDjA5q+qiIUfWOMoZuCmpyAjgJwQ1F8dHPr57OSywKqROlA8k10svB\nLeqBYK6BLsfxHTzpro+Zzfz5H2VrqLvNHAHWDwjHtYFg7b1dIvTDT+/c+uuAviPV/kvI+gFFfEd3\n7NRjeNQ6BzkSxvuOt3Mane7i6X6xP5fUlSLRoIkhGk5fa8dOHk7ka7AvPEdrnXBzXAtIOOmcz/Xl\nrycPguM4EGMjpcC9HVwjmjPr5LusnBOr1ZpxGBhyohTvYGpfGMXkH+AYXKbW8I6hFO8Qcwx9Nzgw\nLws5Z6z6Loxu02RBulLEPzxaqx9HardwGhK0dtqvxZhYSleRiFGba4Lb4pZc8zz7+FzLex2pg+RS\nOhVH5CQLa02dTxei78fqAcGtvQylafNdljqXsTVFrbLbHegbTwfLToBu9dEZmvf+/ohQHCldJtd8\nBA7qv1C6bMM5m72LPpKYT3tU8QOUdYqQmHv4OV+xg04fcfW0x+wmqmJOO+rgpeLWXEp7JG13Wov2\nFYCqObjH6EebLl+sZkf+eP8LjwDul+bQj17+snwXeJwWPr9/8CyXcz2LevIguFo5hywN2eVoPF5c\nQ4yECJGhk3aV9Xp0H7jqdlMSAjRFou+GJCa0OqkupwC1EkNgrsXdYPoYCEe3YncbMTooNe8+SnFC\nbuyuNU6eLqyGEWuVqkrQTvBG0D4iHuk65udRhIy1Soyxhwx5p6YIMfpurjRzSgj6KNOj9uu4Px83\nCDVyiswHH5m1FqSDfAhOYNb3VCAWhNB8NAWIMRGiH4OcxuMgMmtjyMltuUz7gehRUx16QNRxj3bs\nvMS6/tmgWHfWibGPvccLunehIYZ+8Pp7aEddgsiRfiRH+k9kLs2ZmCHSDIrRVSH08Vp7FnRAOnBH\nEb53c8/ucA5ROpfXkwfBPA6Aj1kvXly5Ccy8EGJA9Tgixt75CUMeKC3QBmM+ghPGcnBrLO1mBylK\np8YEWnGzBUdBp1/UIxlZFBPf21U1X9irou3IyfMOp/ar9fEDrOqUjmM+hkHfaXrHdtLF6sFHQhqt\ntK6K6WNl1+zWrvgI+C5QOhCW2vpI7Z2TA6k/76IFEJI6P7HZEVQcCFNK7r/XeYwh+Giv5l3VafQ2\nyEkITutDuzvOscMUBG3du6/v2Y5dVsOQ6u/HMYvk+PyOAHkE0AZ9tPbxVax7DQY/YoEfkPy/dq2v\ncbr4u6UWoMbntw9nkDvX/+N68iAY4+DdmbmJaWseLrQ0Q0sjpkgtPUAnSu/yDAkJWNy3rlSq+oZJ\n+4W1gXPUVKml/3vznZUGN01NkvrlVjsB19CqWCveqVSDTogutWESmVrPuuiAZ/Z4wbROYi7Vx0wH\nYR/fVA0JEW2PvD8f0/0KSoiuwhC660nooOfd03HXZerHBDVIvTMLKfbLr/VDj/ZDhV/AvUtqUOX0\nONLVMcer6/H5QKBVH++Px4pTHQGwd4tHc1cVuuzNx/IQImpuQks3rhAzVB4v6zlGaJ44AuKmDurr\ni29+9o6H6Wx4eq7vTz15EDxMcz9ctB4YZD0wqIH40aIV38fp8kizUFNizCzLgbl3XbV0uok+Wl4V\nbd6B0D3qLLAsjYrRpMDRaNOWzofT7o/nO8JgC7VfaVVnl2LhUrajVE/NHrl3NFo7kUU61dDdYqje\nzWjz7i1GAfXdF3JUyzr3UfrCP3SgAT9cKx7E1Nd3R/ZLBzCnj4TmFBD3HXS7+SDxZNKqWO84A1oK\nKT7aix2PB+C7NI77OeP072u/Fh+VIDEmtPsFBoKrZSS4kb9CTBGavwfVlO++vuNufwa5c/321JMH\nwd3sI2Ep3cvuRGIVjHKSo3GMU6RLsLpsqgcwUg/OI3RxfSfLNk9+a7WSgKVWVyk0P0YcQ3c6fPQo\nyG5I0PdspdZOVvadY+w8QkLEavuCJVMzH1FzzL1T1BOnT/oM6ONw7VQRfCemPg7nmKhlhpD6ASb6\npfwIvXYMC6rdqh4PJ5LsHVsMqHn317o9/vHtPAYhRXcddWv+6OqY05W3X3RDlxYanYPZaT567OpE\nELe7JubHI08M3g1/+u6Bz2/3v00/Qec61/99PXkQnOdD/8B6F9ZaI8b8uDxv1e2merfTWus9nVFm\nN1yd5uK5ul1Ir52KAvQjh3ZCraKEkxwvGCzdvECOfJLTwh4k+Ndb7+DkSDgWcR5g39OZ0PXDDkCl\nHS+Pjx530F9D58chDvMSBOt286qVkFIfsX0sRhWJkdoKQSKij+qX0MnakW5J3ztSEe/+nH93TI9T\nUogEcSpL7P6IsZO6pdFpJJ2YbThIh0DCwbK2hgT41ic3vL7b/bb+nJzrXP9f68mD4K4fNKz1xDJA\nl9lBUK2Pp355rE0pan0H2GjdhuowLwj+56YCWqn1SMHoCpTmH2jTerqeItrzcJ0yEmPXAau3bmqG\nie/fYj8YwLFbfZTfSfTOKfa4SboHoVk4gbeIEIin623oY7sEORk/IEqQjFknClvffRrkcKQJc7Kj\nOnIfMXXlioD0UTggjrrxyNvr3WjX0ILHCrhdl57AFOCbn9/w+e0Z5M715agnD4IPDwc3K9BuBd+7\nQTU/MBwNEMyM2pzb5v/cO0fVvh+Mj4eP9sgRC9HjGEPoQBuOB4aecCY9UVxCz7GQzj/rrtHmvEOl\nX5YjoAHC46UYvDsL4pdU6zw68aUcYg1TqLG6lVfn2B15gqd4SHG/P2ntcUylj6K1S/noyzggRCdq\nC49OyTH7YyaBFkIH9/hIJJbANz99y5u787h6rudRTx4EP/v8LbU2Sk9zAyi1OtgdFfRi7h6iegK3\n2D3ljt6YzhkToJ12eOCA+L7iIdqjuYIGQVRO42OQAPb4uHKkZhx99d7b/71vrxW7U7E3iHI6wqS+\no0PE3V7wiTtG77kEB/CjTA0iwXA7/U5HSb3DIwWieWBSTtFJzuYmChGBeCQww69/9zVvzuPquc4F\ngJxzFM51rnM95zp7ZZzrXOd61nUGwXOd61zPus4geK5znetZ1xkEz3Wucz3rOoPguc51rmddZxA8\n17nO9azrDILnOte5nnWdQfBc5zrXs64zCJ7rXOd61nUGwXOd61zPus4geK5znetZ1xkEz3Wucz3r\nOoPguc51rmddZxA817nO9azrDILnOte5nnWdQfBc5zrXs64zCJ7rXOd61nUGwXOd61zPus4geK5z\nnetZ1xkEz3Wucz3rOoPguc51rmddZxA817nO9azrDILnOte5nnX9n9yGj3HKBsK6AAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71f0134240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71f009a6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ACiz2q4HShi92g3Ce54VdBmLOhV+IHBX3PFeXzzdE7POx/0iBAhLJXnP/37bAWqAESwCb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71f00a1048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tops_new, rgb_new, bbox_new = rotate(bag_group = '1', bag = '6_f',frame=0, theta=20)\n",
    "display(tops_new, rgb_new, bbox_new)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
